From 29d6cf37a10a19c89b6907bddafbf3cadf18ec7a Mon Sep 17 00:00:00 2001
From: roomrys <roomrys@users.noreply.github.com>
Date: Mon, 16 Dec 2024 20:56:25 +0000
Subject: [PATCH] deploy: 0042cc2a6342d5a42770c84a89afe792c510f35c

---
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diff --git a/develop/.buildinfo b/develop/.buildinfo
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index f1e51aa62..7afd186e4 100644
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+++ b/develop/CODE_OF_CONDUCT.html
@@ -1,12 +1,13 @@
 
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+    <script src="_static/jquery.js"></script>
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+    <link rel="shortcut icon" href="_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
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 </form></div>
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-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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@@ -127,9 +116,6 @@
   
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-
-  
-    
   
 
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@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
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-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -355,16 +328,16 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="contributor-covenant-code-of-conduct">
-<h1>Contributor Covenant Code of Conduct<a class="headerlink" href="#contributor-covenant-code-of-conduct" title="Link to this heading">#</a></h1>
+<h1>Contributor Covenant Code of Conduct<a class="headerlink" href="#contributor-covenant-code-of-conduct" title="Permalink to this heading">#</a></h1>
 <section id="our-pledge">
-<h2>Our Pledge<a class="headerlink" href="#our-pledge" title="Link to this heading">#</a></h2>
+<h2>Our Pledge<a class="headerlink" href="#our-pledge" title="Permalink to this heading">#</a></h2>
 <p>In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to make participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation.</p>
 </section>
 <section id="our-standards">
-<h2>Our Standards<a class="headerlink" href="#our-standards" title="Link to this heading">#</a></h2>
+<h2>Our Standards<a class="headerlink" href="#our-standards" title="Permalink to this heading">#</a></h2>
 <p>Examples of behavior that contributes to creating a positive environment include:</p>
 <ul class="simple">
 <li><p>Using welcoming and inclusive language</p></li>
@@ -383,21 +356,21 @@ <h2>Our Standards<a class="headerlink" href="#our-standards" title="Link to this
 </ul>
 </section>
 <section id="our-responsibilities">
-<h2>Our Responsibilities<a class="headerlink" href="#our-responsibilities" title="Link to this heading">#</a></h2>
+<h2>Our Responsibilities<a class="headerlink" href="#our-responsibilities" title="Permalink to this heading">#</a></h2>
 <p>Project maintainers are responsible for clarifying the standards of acceptable behavior and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behavior.</p>
 <p>Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any contributor for other behaviors that they deem inappropriate, threatening, offensive, or harmful.</p>
 </section>
 <section id="scope">
-<h2>Scope<a class="headerlink" href="#scope" title="Link to this heading">#</a></h2>
+<h2>Scope<a class="headerlink" href="#scope" title="Permalink to this heading">#</a></h2>
 <p>This Code of Conduct applies both within project spaces and in public spaces when an individual is representing the project or its community. Examples of representing a project or community include using an official project e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by project maintainers.</p>
 </section>
 <section id="enforcement">
-<h2>Enforcement<a class="headerlink" href="#enforcement" title="Link to this heading">#</a></h2>
+<h2>Enforcement<a class="headerlink" href="#enforcement" title="Permalink to this heading">#</a></h2>
 <p>Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by contacting the project team at <a class="reference external" href="mailto:talmo&#37;&#52;&#48;salk&#46;edu">talmo<span>&#64;</span>salk<span>&#46;</span>edu</a>. All complaints will be reviewed and investigated and will result in a response that is deemed necessary and appropriate to the circumstances. The project team is obligated to maintain confidentiality with regard to the reporter of an incident. Further details of specific enforcement policies may be posted separately.</p>
 <p>Project maintainers who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project’s leadership.</p>
 </section>
 <section id="attribution">
-<h2>Attribution<a class="headerlink" href="#attribution" title="Link to this heading">#</a></h2>
+<h2>Attribution<a class="headerlink" href="#attribution" title="Permalink to this heading">#</a></h2>
 <p>This Code of Conduct is adapted from the <a class="reference external" href="https://contributor-covenant.org">Contributor Covenant</a>, version 1.4, available at <a class="reference external" href="https://contributor-covenant.org/version/1/4/">https://contributor-covenant.org/version/1/4</a></p>
 </section>
 </section>
@@ -408,12 +381,16 @@ <h2>Attribution<a class="headerlink" href="#attribution" title="Link to this hea
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -422,7 +399,6 @@ <h2>Attribution<a class="headerlink" href="#attribution" title="Link to this hea
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -456,7 +432,6 @@ <h2>Attribution<a class="headerlink" href="#attribution" title="Link to this hea
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -483,8 +458,8 @@ <h2>Attribution<a class="headerlink" href="#attribution" title="Link to this hea
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diff --git a/develop/CONTRIBUTING.html b/develop/CONTRIBUTING.html
index e93ec52ff..0aad77a15 100644
--- a/develop/CONTRIBUTING.html
+++ b/develop/CONTRIBUTING.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
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     <meta charset="utf-8" />
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Contributing to SLEAP &#8212; SLEAP (v1.4.1a2)</title>
   
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-    <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+    <link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="_static/copybutton.js?v=f281be69"></script>
-    <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+    <script src="_static/jquery.js"></script>
+    <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="_static/doctools.js"></script>
+    <script src="_static/sphinx_highlight.js"></script>
+    <script src="_static/clipboard.min.js"></script>
+    <script src="_static/copybutton.js"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'CONTRIBUTING';</script>
     <link rel="canonical" href="/develop/CONTRIBUTING.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,41 +334,41 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="contributing-to-sleap">
-<h1>Contributing to SLEAP<a class="headerlink" href="#contributing-to-sleap" title="Link to this heading">#</a></h1>
+<h1>Contributing to SLEAP<a class="headerlink" href="#contributing-to-sleap" title="Permalink to this heading">#</a></h1>
 <p>As our community grows it is important to adhere to a set of contribution guidelines. These guidelines may change as needed. Please feel free to propose changes to source code in a pull request!</p>
 <section id="table-of-contents">
-<h2>Table Of Contents<a class="headerlink" href="#table-of-contents" title="Link to this heading">#</a></h2>
+<h2>Table Of Contents<a class="headerlink" href="#table-of-contents" title="Permalink to this heading">#</a></h2>
 <ol class="arabic simple">
-<li><p><a class="reference internal" href="#code-of-conduct">Code of Conduct</a></p></li>
-<li><p><a class="reference internal" href="#contributing">Contributing</a></p>
+<li><p><a class="reference internal" href="#code-of-conduct"><span class="std std-doc">Code of Conduct</span></a></p></li>
+<li><p><a class="reference internal" href="#contributing"><span class="std std-doc">Contributing</span></a></p>
 <ul class="simple">
-<li><p><a class="reference internal" href="#issues">Issues</a></p></li>
-<li><p><a class="reference internal" href="#discussions">Discussions</a></p></li>
-<li><p><a class="reference internal" href="#pull-requests">Pull Requests</a></p></li>
+<li><p><a class="reference internal" href="#issues"><span class="std std-doc">Issues</span></a></p></li>
+<li><p><a class="reference internal" href="#discussions"><span class="std std-doc">Discussions</span></a></p></li>
+<li><p><a class="reference internal" href="#pull-requests"><span class="std std-doc">Pull Requests</span></a></p></li>
 </ul>
 </li>
-<li><p><a class="reference internal" href="#style-guides">Style Guides</a></p></li>
+<li><p><a class="reference internal" href="#style-guides"><span class="std std-doc">Style Guides</span></a></p></li>
 </ol>
 </section>
 <section id="code-of-conduct">
-<h2>Code of Conduct<a class="headerlink" href="#code-of-conduct" title="Link to this heading">#</a></h2>
-<p>Everyone contributing to SLEAP is governed by the <a class="reference internal" href="CODE_OF_CONDUCT.html"><span class="std std-doc">SLEAP Code of Conduct</span></a>. As such, all are expected to abide by this code. Please report any unacceptable behavior to <code class="docutils literal notranslate"><span class="pre">talmo&#64;salk.edu</span></code>.</p>
+<h2>Code of Conduct<a class="headerlink" href="#code-of-conduct" title="Permalink to this heading">#</a></h2>
+<p>Everyone contributing to SLEAP is governed by the <a class="reference internal" href="CODE_OF_CONDUCT.html"><span class="doc std std-doc">SLEAP Code of Conduct</span></a>. As such, all are expected to abide by this code. Please report any unacceptable behavior to <code class="docutils literal notranslate"><span class="pre">talmo&#64;salk.edu</span></code>.</p>
 </section>
 <section id="contributing">
-<h2>Contributing<a class="headerlink" href="#contributing" title="Link to this heading">#</a></h2>
+<h2>Contributing<a class="headerlink" href="#contributing" title="Permalink to this heading">#</a></h2>
 <p>Github has made it easy to separate issues from discussions. Generally speaking, if something warrants a pull request (e.g. bug fixes, TODOs) it should be submitted as an issue. Conversely, general questions about usage and improvement ideas should go into discussions. These both act as staging areas before adding the items to the SLEAP Roadmap. Once added to the Roadmap, items can be given priority, status, assignee(s), etc.</p>
 <section id="issues">
-<h3>Issues<a class="headerlink" href="#issues" title="Link to this heading">#</a></h3>
+<h3>Issues<a class="headerlink" href="#issues" title="Permalink to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Check <a class="reference external" href="https://github.com/talmolab/sleap/issues">open/closed issues</a>, <a class="reference external" href="https://github.com/talmolab/sleap/discussions/categories/ideas">ideas</a>, and <a class="reference external" href="https://github.com/talmolab/sleap/discussions/categories/help">the help page</a> to make sure issue doesn’t already exist / has been solved.</p></li>
 <li><p>Create new issue using the <a class="reference external" href="https://github.com/talmolab/sleap/blob/arlo/contributing_guide/.github/ISSUE_TEMPLATE/bug_report.md">issue template</a>.</p></li>
 </ul>
 </section>
 <section id="discussions">
-<h3>Discussions<a class="headerlink" href="#discussions" title="Link to this heading">#</a></h3>
+<h3>Discussions<a class="headerlink" href="#discussions" title="Permalink to this heading">#</a></h3>
 <ul class="simple">
 <li><p>This is a place to go to ask questions and propose new ideas.</p></li>
 <li><p>3 categories: Help, Ideas, General</p>
@@ -408,7 +381,7 @@ <h3>Discussions<a class="headerlink" href="#discussions" title="Link to this hea
 </ul>
 </section>
 <section id="pull-requests">
-<h3>Pull Requests<a class="headerlink" href="#pull-requests" title="Link to this heading">#</a></h3>
+<h3>Pull Requests<a class="headerlink" href="#pull-requests" title="Permalink to this heading">#</a></h3>
 <ol class="arabic simple">
 <li><p>Install source code <a class="reference external" href="https://sleap.ai/installation.html#conda-from-source"><code class="docutils literal notranslate"><span class="pre">develop</span></code> branch</a> and follow instructions to create conda env, etc.</p></li>
 <li><p>Create a fork from the <code class="docutils literal notranslate"><span class="pre">develop</span></code> branch.</p>
@@ -449,14 +422,14 @@ <h3>Pull Requests<a class="headerlink" href="#pull-requests" title="Link to this
 </section>
 </section>
 <section id="style-guides">
-<h2>Style Guides<a class="headerlink" href="#style-guides" title="Link to this heading">#</a></h2>
+<h2>Style Guides<a class="headerlink" href="#style-guides" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p><strong>Lint</strong> - <a class="reference external" href="https://black.readthedocs.io/en/stable/">Black</a> version 21.6b0 (see <a class="reference external" href="https://github.com/talmolab/sleap/blob/develop/dev_requirements.txt">dev_requirements</a> for any changes).</p></li>
 <li><p><strong>Code</strong> - Generally follow <a class="reference external" href="https://peps.python.org/pep-0008/">PEP8</a>. Type hinting is encouraged.</p></li>
-<li><p><strong>Documentation</strong> - Use <a class="reference internal" href="#%5Bhttps://google.github.io/styleguide/pyguide.html%5D(https://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings)"><span class="xref myst">Google-style comments and docstrings</span></a> to document code.</p></li>
+<li><p><strong>Documentation</strong> - Use <span class="xref myst">Google-style comments and docstrings</span> to document code.</p></li>
 </ul>
 <section id="thank-you-for-contributing-to-sleap">
-<h3>Thank you for contributing to SLEAP!<a class="headerlink" href="#thank-you-for-contributing-to-sleap" title="Link to this heading">#</a></h3>
+<h3>Thank you for contributing to SLEAP!<a class="headerlink" href="#thank-you-for-contributing-to-sleap" title="Permalink to this heading">#</a></h3>
 <p>:heart:</p>
 </section>
 </section>
@@ -468,12 +441,16 @@ <h3>Thank you for contributing to SLEAP!<a class="headerlink" href="#thank-you-f
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -482,7 +459,6 @@ <h3>Thank you for contributing to SLEAP!<a class="headerlink" href="#thank-you-f
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -522,7 +498,6 @@ <h3>Thank you for contributing to SLEAP!<a class="headerlink" href="#thank-you-f
   
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diff --git a/develop/_sources/api.rst b/develop/_sources/api.rst
index bfe581d07..27375ba93 100644
--- a/develop/_sources/api.rst
+++ b/develop/_sources/api.rst
@@ -26,30 +26,6 @@ Developer API
    sleap.info.summary
    sleap.info.trackcleaner
    sleap.info.write_tracking_h5
-   sleap.io.convert
-   sleap.io.dataset
-   sleap.io.legacy
-   sleap.io.pathutils
-   sleap.io.video
-   sleap.io.videowriter
-   sleap.io.visuals
-   sleap.io.format.adaptor
-   sleap.io.format.alphatracker
-   sleap.io.format.coco
-   sleap.io.format.csv
-   sleap.io.format.deeplabcut
-   sleap.io.format.deepposekit
-   sleap.io.format.dispatch
-   sleap.io.format.filehandle
-   sleap.io.format.genericjson
-   sleap.io.format.hdf5
-   sleap.io.format.labels_json
-   sleap.io.format.leap_matlab
-   sleap.io.format.main
-   sleap.io.format.ndx_pose
-   sleap.io.format.nix
-   sleap.io.format.sleap_analysis
-   sleap.io.format.text
    sleap.nn.callbacks
    sleap.nn.evals
    sleap.nn.heads
@@ -81,6 +57,12 @@ Developer API
    sleap.nn.data.resizing
    sleap.nn.data.training
    sleap.nn.data.utils
+   sleap.nn.config.data
+   sleap.nn.config.model
+   sleap.nn.config.optimization
+   sleap.nn.config.outputs
+   sleap.nn.config.training_job
+   sleap.nn.config.utils
    sleap.nn.architectures.common
    sleap.nn.architectures.encoder_decoder
    sleap.nn.architectures.hourglass
@@ -90,11 +72,29 @@ Developer API
    sleap.nn.architectures.resnet
    sleap.nn.architectures.unet
    sleap.nn.architectures.upsampling
-   sleap.nn.config.data
-   sleap.nn.config.model
-   sleap.nn.config.optimization
-   sleap.nn.config.outputs
-   sleap.nn.config.training_job
-   sleap.nn.config.utils
    sleap.nn.tracker.components
    sleap.nn.tracker.kalman
+   sleap.io.convert
+   sleap.io.dataset
+   sleap.io.legacy
+   sleap.io.pathutils
+   sleap.io.video
+   sleap.io.videowriter
+   sleap.io.visuals
+   sleap.io.format.adaptor
+   sleap.io.format.alphatracker
+   sleap.io.format.coco
+   sleap.io.format.csv
+   sleap.io.format.deeplabcut
+   sleap.io.format.deepposekit
+   sleap.io.format.dispatch
+   sleap.io.format.filehandle
+   sleap.io.format.genericjson
+   sleap.io.format.hdf5
+   sleap.io.format.labels_json
+   sleap.io.format.leap_matlab
+   sleap.io.format.main
+   sleap.io.format.ndx_pose
+   sleap.io.format.nix
+   sleap.io.format.sleap_analysis
+   sleap.io.format.text
diff --git a/develop/_sources/guides/bonsai.md b/develop/_sources/guides/bonsai.md
new file mode 100644
index 000000000..d262873b6
--- /dev/null
+++ b/develop/_sources/guides/bonsai.md
@@ -0,0 +1,75 @@
+(bonsai)=
+
+# Using Bonsai with SLEAP
+
+Bonsai is a visual language for reactive programming and currently supports SLEAP models.
+
+:::{note}
+Currently Bonsai supports only single instance, top-down and top-down-id SLEAP models.
+:::
+
+### Exporting a SLEAP trained model
+
+Before we can import a trained model into Bonsai, we need to use the {code}`sleap-export` command to convert the model to a format supported by Bonsai. For example, to export a top-down-id model, the command is as follows:
+
+```bash
+sleap-export -m centroid/model/folder/path -m top_down_id/model/folder/path -e exported/model/path
+```
+
+Please refer to the {ref}`sleap-export` docs for more details on using the command.
+
+This will generate the necessary `.pb` file and other information files required by Bonsai. In this example, these files were saved to the specified `exported/model/path` folder.
+
+The `exported/model/path` folder will have a structure like the following:
+
+```plaintext
+exported/model/path
+├── centroid_config.json
+├── confmap_config.json
+├── frozen_graph.pb
+└── info.json
+```
+
+### Installing Bonsai and necessary packages
+
+1. Install Bonsai. See the [Bonsai installation instructions](https://bonsai-rx.org/docs/articles/installation.html). 
+
+2. Download and add the necessary packages for Bonsai to run with SLEAP. See the official [Bonsai SLEAP documentation](https://github.com/bonsai-rx/sleap?tab=readme-ov-file#bonsai---sleap) for more information.
+
+### Using Bonsai SLEAP modules
+
+Once you have Bonsai installed with the required packages, you should be able to open the Bonsai application. The workflow must have a source module `FileCapture` which can be found in the toolbox search in the workflow editor. Provide the path to the video that was used to train the SLEAP model in the `FileName` field of the module.
+
+![Bonsai FileCapture module](../_static/bonsai-filecapture.jpg)
+
+#### Top-down model
+The top-down model requires both the `PredictCentroids` and the `PredictPoses` modules.
+
+The `PredictCentroids` module will predict the centroids of detections. There are two fields inside the `PredictCentroids` module: the `ModelFileName` field and the `TrainingConfig` field. The `TrainingConfig` field expects the path to the training config JSON file for the centroid model. The `ModelFileName` field expects the path to the `frozen_graph.pb` file in the `exported/model/path` folder.
+
+![Bonsai PredictCentroids module](../_static/bonsai-predictcentroids.jpg)
+
+The `PredictPoses` module will predict the instances of detections. Similar to the `PredictCentroid` module, there are two fields inside the `PredictPoses` module: the `ModelFileName` field and the `TrainingConfig` field. The `TrainingConfig` field expects the path to the training config JSON file for the centered instance model. The `ModelFileName` field expects the path to the `frozen_graph.pb` file in the `exported/model/path` folder.
+
+![Bonsai PredictPoses module](../_static/bonsai-predictposes.jpg)
+
+#### Top-Down-ID model
+The `PredictPoseIdentities` module will predict the instances with identities. This module has two fields: the `ModelFileName` field and the `TrainingConfig` field. The `TrainingConfig` field expects the path to the training config JSON file for the top-down-id model. The `ModelFileName` field expects the path to the `frozen_graph.pb` file in the `exported/model/path` folder.
+
+![Bonsai PredictPoseIdentities module](../_static/bonsai-predictposeidentities.jpg)
+
+#### Single instance model
+The `PredictSinglePose` module will predict the poses for single instance models. This module also has two fields: the `ModelFileName` field and the `TrainingConfig` field. The `TrainingConfig` field expects the path to the training config JSON file for the single instance model. The `ModelFileName` field expects the path to the `frozen_graph.pb` file in the `exported/model/path` folder.
+
+### Connecting the modules
+Right-click on the `FileCapture` module and select **Create Connection**. Now click on the required SLEAP module to complete the connection. 
+
+![Bonsai module connection ](../_static/bonsai-connection.jpg)
+
+Once it is done, the workflow in Bonsai will look something like the following:
+
+![Bonsai.SLEAP workflow](../_static/bonsai-workflow.jpg)
+
+Now you can click the green start button to run the workflow and you can add more modules to analyze and visualize the results in Bonsai.
+
+For more documentation on various modules and workflows, please refer to the [official Bonsai docs](https://bonsai-rx.org/docs/articles/editor.html).
diff --git a/develop/_sources/guides/index.md b/develop/_sources/guides/index.md
index 7eb55b2b2..6d773d9de 100644
--- a/develop/_sources/guides/index.md
+++ b/develop/_sources/guides/index.md
@@ -30,6 +30,10 @@
 
 {ref}`remote-inference` when you trained models and you want to run inference on a different machine using a **command-line interface**.
 
+## SLEAP with Bonsai
+
+{ref}`bonsai` when you want to analyze the trained SLEAP model to visualize the poses, centroids and identities for further visual analysis.
+
 ```{toctree}
 :hidden: true
 :maxdepth: 2
@@ -44,4 +48,5 @@ proofreading
 colab
 custom-training
 remote
+bonsai
 ```
diff --git a/develop/_static/_sphinx_javascript_frameworks_compat.js b/develop/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 000000000..8549469dc
--- /dev/null
+++ b/develop/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,134 @@
+/*
+ * _sphinx_javascript_frameworks_compat.js
+ * ~~~~~~~~~~
+ *
+ * Compatability shim for jQuery and underscores.js.
+ *
+ * WILL BE REMOVED IN Sphinx 6.0
+ * xref RemovedInSphinx60Warning
+ *
+ */
+
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/develop/_static/basic.css b/develop/_static/basic.css
index 2af6139e6..18495ea08 100644
--- a/develop/_static/basic.css
+++ b/develop/_static/basic.css
@@ -4,7 +4,7 @@
  *
  * Sphinx stylesheet -- basic theme.
  *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -237,10 +237,6 @@ a.headerlink {
     visibility: hidden;
 }
 
-a:visited {
-    color: #551A8B;
-}
-
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
 h3:hover > a.headerlink,
@@ -328,7 +324,6 @@ aside.sidebar {
 p.sidebar-title {
     font-weight: bold;
 }
-
 nav.contents,
 aside.topic,
 div.admonition, div.topic, blockquote {
@@ -336,7 +331,6 @@ div.admonition, div.topic, blockquote {
 }
 
 /* -- topics ---------------------------------------------------------------- */
-
 nav.contents,
 aside.topic,
 div.topic {
@@ -612,7 +606,6 @@ ol.simple p,
 ul.simple p {
     margin-bottom: 0;
 }
-
 aside.footnote > span,
 div.citation > span {
     float: left;
@@ -674,16 +667,6 @@ dd {
     margin-left: 30px;
 }
 
-.sig dd {
-    margin-top: 0px;
-    margin-bottom: 0px;
-}
-
-.sig dl {
-    margin-top: 0px;
-    margin-bottom: 0px;
-}
-
 dl > dd:last-child,
 dl > dd:last-child > :last-child {
     margin-bottom: 0;
@@ -752,14 +735,6 @@ abbr, acronym {
     cursor: help;
 }
 
-.translated {
-    background-color: rgba(207, 255, 207, 0.2)
-}
-
-.untranslated {
-    background-color: rgba(255, 207, 207, 0.2)
-}
-
 /* -- code displays --------------------------------------------------------- */
 
 pre {
diff --git a/develop/_static/bonsai-connection.jpg b/develop/_static/bonsai-connection.jpg
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literal 0
HcmV?d00001

diff --git a/develop/_static/doctools.js b/develop/_static/doctools.js
index 4d67807d1..527b876ca 100644
--- a/develop/_static/doctools.js
+++ b/develop/_static/doctools.js
@@ -4,7 +4,7 @@
  *
  * Base JavaScript utilities for all Sphinx HTML documentation.
  *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
diff --git a/develop/_static/documentation_options.js b/develop/_static/documentation_options.js
index 49561da69..f6c82fe14 100644
--- a/develop/_static/documentation_options.js
+++ b/develop/_static/documentation_options.js
@@ -1,4 +1,5 @@
-const DOCUMENTATION_OPTIONS = {
+var DOCUMENTATION_OPTIONS = {
+    URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
     VERSION: 'v1.4.1a2',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
@@ -7,7 +8,7 @@ const DOCUMENTATION_OPTIONS = {
     LINK_SUFFIX: '.html',
     HAS_SOURCE: true,
     SOURCELINK_SUFFIX: '',
-    NAVIGATION_WITH_KEYS: false,
+    NAVIGATION_WITH_KEYS: true,
     SHOW_SEARCH_SUMMARY: true,
     ENABLE_SEARCH_SHORTCUTS: true,
 };
\ No newline at end of file
diff --git a/develop/_static/jquery-3.6.0.js b/develop/_static/jquery-3.6.0.js
new file mode 100644
index 000000000..fc6c299b7
--- /dev/null
+++ b/develop/_static/jquery-3.6.0.js
@@ -0,0 +1,10881 @@
+/*!
+ * jQuery JavaScript Library v3.6.0
+ * https://jquery.com/
+ *
+ * Includes Sizzle.js
+ * https://sizzlejs.com/
+ *
+ * Copyright OpenJS Foundation and other contributors
+ * Released under the MIT license
+ * https://jquery.org/license
+ *
+ * Date: 2021-03-02T17:08Z
+ */
+( function( global, factory ) {
+
+	"use strict";
+
+	if ( typeof module === "object" && typeof module.exports === "object" ) {
+
+		// For CommonJS and CommonJS-like environments where a proper `window`
+		// is present, execute the factory and get jQuery.
+		// For environments that do not have a `window` with a `document`
+		// (such as Node.js), expose a factory as module.exports.
+		// This accentuates the need for the creation of a real `window`.
+		// e.g. var jQuery = require("jquery")(window);
+		// See ticket #14549 for more info.
+		module.exports = global.document ?
+			factory( global, true ) :
+			function( w ) {
+				if ( !w.document ) {
+					throw new Error( "jQuery requires a window with a document" );
+				}
+				return factory( w );
+			};
+	} else {
+		factory( global );
+	}
+
+// Pass this if window is not defined yet
+} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
+
+// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
+// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
+// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
+// enough that all such attempts are guarded in a try block.
+"use strict";
+
+var arr = [];
+
+var getProto = Object.getPrototypeOf;
+
+var slice = arr.slice;
+
+var flat = arr.flat ? function( array ) {
+	return arr.flat.call( array );
+} : function( array ) {
+	return arr.concat.apply( [], array );
+};
+
+
+var push = arr.push;
+
+var indexOf = arr.indexOf;
+
+var class2type = {};
+
+var toString = class2type.toString;
+
+var hasOwn = class2type.hasOwnProperty;
+
+var fnToString = hasOwn.toString;
+
+var ObjectFunctionString = fnToString.call( Object );
+
+var support = {};
+
+var isFunction = function isFunction( obj ) {
+
+		// Support: Chrome <=57, Firefox <=52
+		// In some browsers, typeof returns "function" for HTML <object> elements
+		// (i.e., `typeof document.createElement( "object" ) === "function"`).
+		// We don't want to classify *any* DOM node as a function.
+		// Support: QtWeb <=3.8.5, WebKit <=534.34, wkhtmltopdf tool <=0.12.5
+		// Plus for old WebKit, typeof returns "function" for HTML collections
+		// (e.g., `typeof document.getElementsByTagName("div") === "function"`). (gh-4756)
+		return typeof obj === "function" && typeof obj.nodeType !== "number" &&
+			typeof obj.item !== "function";
+	};
+
+
+var isWindow = function isWindow( obj ) {
+		return obj != null && obj === obj.window;
+	};
+
+
+var document = window.document;
+
+
+
+	var preservedScriptAttributes = {
+		type: true,
+		src: true,
+		nonce: true,
+		noModule: true
+	};
+
+	function DOMEval( code, node, doc ) {
+		doc = doc || document;
+
+		var i, val,
+			script = doc.createElement( "script" );
+
+		script.text = code;
+		if ( node ) {
+			for ( i in preservedScriptAttributes ) {
+
+				// Support: Firefox 64+, Edge 18+
+				// Some browsers don't support the "nonce" property on scripts.
+				// On the other hand, just using `getAttribute` is not enough as
+				// the `nonce` attribute is reset to an empty string whenever it
+				// becomes browsing-context connected.
+				// See https://github.com/whatwg/html/issues/2369
+				// See https://html.spec.whatwg.org/#nonce-attributes
+				// The `node.getAttribute` check was added for the sake of
+				// `jQuery.globalEval` so that it can fake a nonce-containing node
+				// via an object.
+				val = node[ i ] || node.getAttribute && node.getAttribute( i );
+				if ( val ) {
+					script.setAttribute( i, val );
+				}
+			}
+		}
+		doc.head.appendChild( script ).parentNode.removeChild( script );
+	}
+
+
+function toType( obj ) {
+	if ( obj == null ) {
+		return obj + "";
+	}
+
+	// Support: Android <=2.3 only (functionish RegExp)
+	return typeof obj === "object" || typeof obj === "function" ?
+		class2type[ toString.call( obj ) ] || "object" :
+		typeof obj;
+}
+/* global Symbol */
+// Defining this global in .eslintrc.json would create a danger of using the global
+// unguarded in another place, it seems safer to define global only for this module
+
+
+
+var
+	version = "3.6.0",
+
+	// Define a local copy of jQuery
+	jQuery = function( selector, context ) {
+
+		// The jQuery object is actually just the init constructor 'enhanced'
+		// Need init if jQuery is called (just allow error to be thrown if not included)
+		return new jQuery.fn.init( selector, context );
+	};
+
+jQuery.fn = jQuery.prototype = {
+
+	// The current version of jQuery being used
+	jquery: version,
+
+	constructor: jQuery,
+
+	// The default length of a jQuery object is 0
+	length: 0,
+
+	toArray: function() {
+		return slice.call( this );
+	},
+
+	// Get the Nth element in the matched element set OR
+	// Get the whole matched element set as a clean array
+	get: function( num ) {
+
+		// Return all the elements in a clean array
+		if ( num == null ) {
+			return slice.call( this );
+		}
+
+		// Return just the one element from the set
+		return num < 0 ? this[ num + this.length ] : this[ num ];
+	},
+
+	// Take an array of elements and push it onto the stack
+	// (returning the new matched element set)
+	pushStack: function( elems ) {
+
+		// Build a new jQuery matched element set
+		var ret = jQuery.merge( this.constructor(), elems );
+
+		// Add the old object onto the stack (as a reference)
+		ret.prevObject = this;
+
+		// Return the newly-formed element set
+		return ret;
+	},
+
+	// Execute a callback for every element in the matched set.
+	each: function( callback ) {
+		return jQuery.each( this, callback );
+	},
+
+	map: function( callback ) {
+		return this.pushStack( jQuery.map( this, function( elem, i ) {
+			return callback.call( elem, i, elem );
+		} ) );
+	},
+
+	slice: function() {
+		return this.pushStack( slice.apply( this, arguments ) );
+	},
+
+	first: function() {
+		return this.eq( 0 );
+	},
+
+	last: function() {
+		return this.eq( -1 );
+	},
+
+	even: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return ( i + 1 ) % 2;
+		} ) );
+	},
+
+	odd: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return i % 2;
+		} ) );
+	},
+
+	eq: function( i ) {
+		var len = this.length,
+			j = +i + ( i < 0 ? len : 0 );
+		return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] );
+	},
+
+	end: function() {
+		return this.prevObject || this.constructor();
+	},
+
+	// For internal use only.
+	// Behaves like an Array's method, not like a jQuery method.
+	push: push,
+	sort: arr.sort,
+	splice: arr.splice
+};
+
+jQuery.extend = jQuery.fn.extend = function() {
+	var options, name, src, copy, copyIsArray, clone,
+		target = arguments[ 0 ] || {},
+		i = 1,
+		length = arguments.length,
+		deep = false;
+
+	// Handle a deep copy situation
+	if ( typeof target === "boolean" ) {
+		deep = target;
+
+		// Skip the boolean and the target
+		target = arguments[ i ] || {};
+		i++;
+	}
+
+	// Handle case when target is a string or something (possible in deep copy)
+	if ( typeof target !== "object" && !isFunction( target ) ) {
+		target = {};
+	}
+
+	// Extend jQuery itself if only one argument is passed
+	if ( i === length ) {
+		target = this;
+		i--;
+	}
+
+	for ( ; i < length; i++ ) {
+
+		// Only deal with non-null/undefined values
+		if ( ( options = arguments[ i ] ) != null ) {
+
+			// Extend the base object
+			for ( name in options ) {
+				copy = options[ name ];
+
+				// Prevent Object.prototype pollution
+				// Prevent never-ending loop
+				if ( name === "__proto__" || target === copy ) {
+					continue;
+				}
+
+				// Recurse if we're merging plain objects or arrays
+				if ( deep && copy && ( jQuery.isPlainObject( copy ) ||
+					( copyIsArray = Array.isArray( copy ) ) ) ) {
+					src = target[ name ];
+
+					// Ensure proper type for the source value
+					if ( copyIsArray && !Array.isArray( src ) ) {
+						clone = [];
+					} else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) {
+						clone = {};
+					} else {
+						clone = src;
+					}
+					copyIsArray = false;
+
+					// Never move original objects, clone them
+					target[ name ] = jQuery.extend( deep, clone, copy );
+
+				// Don't bring in undefined values
+				} else if ( copy !== undefined ) {
+					target[ name ] = copy;
+				}
+			}
+		}
+	}
+
+	// Return the modified object
+	return target;
+};
+
+jQuery.extend( {
+
+	// Unique for each copy of jQuery on the page
+	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
+
+	// Assume jQuery is ready without the ready module
+	isReady: true,
+
+	error: function( msg ) {
+		throw new Error( msg );
+	},
+
+	noop: function() {},
+
+	isPlainObject: function( obj ) {
+		var proto, Ctor;
+
+		// Detect obvious negatives
+		// Use toString instead of jQuery.type to catch host objects
+		if ( !obj || toString.call( obj ) !== "[object Object]" ) {
+			return false;
+		}
+
+		proto = getProto( obj );
+
+		// Objects with no prototype (e.g., `Object.create( null )`) are plain
+		if ( !proto ) {
+			return true;
+		}
+
+		// Objects with prototype are plain iff they were constructed by a global Object function
+		Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor;
+		return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString;
+	},
+
+	isEmptyObject: function( obj ) {
+		var name;
+
+		for ( name in obj ) {
+			return false;
+		}
+		return true;
+	},
+
+	// Evaluates a script in a provided context; falls back to the global one
+	// if not specified.
+	globalEval: function( code, options, doc ) {
+		DOMEval( code, { nonce: options && options.nonce }, doc );
+	},
+
+	each: function( obj, callback ) {
+		var length, i = 0;
+
+		if ( isArrayLike( obj ) ) {
+			length = obj.length;
+			for ( ; i < length; i++ ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		} else {
+			for ( i in obj ) {
+				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
+					break;
+				}
+			}
+		}
+
+		return obj;
+	},
+
+	// results is for internal usage only
+	makeArray: function( arr, results ) {
+		var ret = results || [];
+
+		if ( arr != null ) {
+			if ( isArrayLike( Object( arr ) ) ) {
+				jQuery.merge( ret,
+					typeof arr === "string" ?
+						[ arr ] : arr
+				);
+			} else {
+				push.call( ret, arr );
+			}
+		}
+
+		return ret;
+	},
+
+	inArray: function( elem, arr, i ) {
+		return arr == null ? -1 : indexOf.call( arr, elem, i );
+	},
+
+	// Support: Android <=4.0 only, PhantomJS 1 only
+	// push.apply(_, arraylike) throws on ancient WebKit
+	merge: function( first, second ) {
+		var len = +second.length,
+			j = 0,
+			i = first.length;
+
+		for ( ; j < len; j++ ) {
+			first[ i++ ] = second[ j ];
+		}
+
+		first.length = i;
+
+		return first;
+	},
+
+	grep: function( elems, callback, invert ) {
+		var callbackInverse,
+			matches = [],
+			i = 0,
+			length = elems.length,
+			callbackExpect = !invert;
+
+		// Go through the array, only saving the items
+		// that pass the validator function
+		for ( ; i < length; i++ ) {
+			callbackInverse = !callback( elems[ i ], i );
+			if ( callbackInverse !== callbackExpect ) {
+				matches.push( elems[ i ] );
+			}
+		}
+
+		return matches;
+	},
+
+	// arg is for internal usage only
+	map: function( elems, callback, arg ) {
+		var length, value,
+			i = 0,
+			ret = [];
+
+		// Go through the array, translating each of the items to their new values
+		if ( isArrayLike( elems ) ) {
+			length = elems.length;
+			for ( ; i < length; i++ ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+
+		// Go through every key on the object,
+		} else {
+			for ( i in elems ) {
+				value = callback( elems[ i ], i, arg );
+
+				if ( value != null ) {
+					ret.push( value );
+				}
+			}
+		}
+
+		// Flatten any nested arrays
+		return flat( ret );
+	},
+
+	// A global GUID counter for objects
+	guid: 1,
+
+	// jQuery.support is not used in Core but other projects attach their
+	// properties to it so it needs to exist.
+	support: support
+} );
+
+if ( typeof Symbol === "function" ) {
+	jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ];
+}
+
+// Populate the class2type map
+jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
+	function( _i, name ) {
+		class2type[ "[object " + name + "]" ] = name.toLowerCase();
+	} );
+
+function isArrayLike( obj ) {
+
+	// Support: real iOS 8.2 only (not reproducible in simulator)
+	// `in` check used to prevent JIT error (gh-2145)
+	// hasOwn isn't used here due to false negatives
+	// regarding Nodelist length in IE
+	var length = !!obj && "length" in obj && obj.length,
+		type = toType( obj );
+
+	if ( isFunction( obj ) || isWindow( obj ) ) {
+		return false;
+	}
+
+	return type === "array" || length === 0 ||
+		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
+}
+var Sizzle =
+/*!
+ * Sizzle CSS Selector Engine v2.3.6
+ * https://sizzlejs.com/
+ *
+ * Copyright JS Foundation and other contributors
+ * Released under the MIT license
+ * https://js.foundation/
+ *
+ * Date: 2021-02-16
+ */
+( function( window ) {
+var i,
+	support,
+	Expr,
+	getText,
+	isXML,
+	tokenize,
+	compile,
+	select,
+	outermostContext,
+	sortInput,
+	hasDuplicate,
+
+	// Local document vars
+	setDocument,
+	document,
+	docElem,
+	documentIsHTML,
+	rbuggyQSA,
+	rbuggyMatches,
+	matches,
+	contains,
+
+	// Instance-specific data
+	expando = "sizzle" + 1 * new Date(),
+	preferredDoc = window.document,
+	dirruns = 0,
+	done = 0,
+	classCache = createCache(),
+	tokenCache = createCache(),
+	compilerCache = createCache(),
+	nonnativeSelectorCache = createCache(),
+	sortOrder = function( a, b ) {
+		if ( a === b ) {
+			hasDuplicate = true;
+		}
+		return 0;
+	},
+
+	// Instance methods
+	hasOwn = ( {} ).hasOwnProperty,
+	arr = [],
+	pop = arr.pop,
+	pushNative = arr.push,
+	push = arr.push,
+	slice = arr.slice,
+
+	// Use a stripped-down indexOf as it's faster than native
+	// https://jsperf.com/thor-indexof-vs-for/5
+	indexOf = function( list, elem ) {
+		var i = 0,
+			len = list.length;
+		for ( ; i < len; i++ ) {
+			if ( list[ i ] === elem ) {
+				return i;
+			}
+		}
+		return -1;
+	},
+
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
+		"ismap|loop|multiple|open|readonly|required|scoped",
+
+	// Regular expressions
+
+	// http://www.w3.org/TR/css3-selectors/#whitespace
+	whitespace = "[\\x20\\t\\r\\n\\f]",
+
+	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
+	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
+		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
+
+	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
+	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
+
+		// Operator (capture 2)
+		"*([*^$|!~]?=)" + whitespace +
+
+		// "Attribute values must be CSS identifiers [capture 5]
+		// or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
+		whitespace + "*\\]",
+
+	pseudos = ":(" + identifier + ")(?:\\((" +
+
+		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
+		// 1. quoted (capture 3; capture 4 or capture 5)
+		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+
+		// 2. simple (capture 6)
+		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+
+		// 3. anything else (capture 2)
+		".*" +
+		")\\)|)",
+
+	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
+	rwhitespace = new RegExp( whitespace + "+", "g" ),
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
+		whitespace + "+$", "g" ),
+
+	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
+		"*" ),
+	rdescend = new RegExp( whitespace + "|>" ),
+
+	rpseudo = new RegExp( pseudos ),
+	ridentifier = new RegExp( "^" + identifier + "$" ),
+
+	matchExpr = {
+		"ID": new RegExp( "^#(" + identifier + ")" ),
+		"CLASS": new RegExp( "^\\.(" + identifier + ")" ),
+		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
+		"ATTR": new RegExp( "^" + attributes ),
+		"PSEUDO": new RegExp( "^" + pseudos ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
+			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
+			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+
+		// For use in libraries implementing .is()
+		// We use this for POS matching in `select`
+		"needsContext": new RegExp( "^" + whitespace +
+			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
+			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+	},
+
+	rhtml = /HTML$/i,
+	rinputs = /^(?:input|select|textarea|button)$/i,
+	rheader = /^h\d$/i,
+
+	rnative = /^[^{]+\{\s*\[native \w/,
+
+	// Easily-parseable/retrievable ID or TAG or CLASS selectors
+	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
+
+	rsibling = /[+~]/,
+
+	// CSS escapes
+	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
+	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
+	funescape = function( escape, nonHex ) {
+		var high = "0x" + escape.slice( 1 ) - 0x10000;
+
+		return nonHex ?
+
+			// Strip the backslash prefix from a non-hex escape sequence
+			nonHex :
+
+			// Replace a hexadecimal escape sequence with the encoded Unicode code point
+			// Support: IE <=11+
+			// For values outside the Basic Multilingual Plane (BMP), manually construct a
+			// surrogate pair
+			high < 0 ?
+				String.fromCharCode( high + 0x10000 ) :
+				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
+	},
+
+	// CSS string/identifier serialization
+	// https://drafts.csswg.org/cssom/#common-serializing-idioms
+	rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g,
+	fcssescape = function( ch, asCodePoint ) {
+		if ( asCodePoint ) {
+
+			// U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER
+			if ( ch === "\0" ) {
+				return "\uFFFD";
+			}
+
+			// Control characters and (dependent upon position) numbers get escaped as code points
+			return ch.slice( 0, -1 ) + "\\" +
+				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
+		}
+
+		// Other potentially-special ASCII characters get backslash-escaped
+		return "\\" + ch;
+	},
+
+	// Used for iframes
+	// See setDocument()
+	// Removing the function wrapper causes a "Permission Denied"
+	// error in IE
+	unloadHandler = function() {
+		setDocument();
+	},
+
+	inDisabledFieldset = addCombinator(
+		function( elem ) {
+			return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset";
+		},
+		{ dir: "parentNode", next: "legend" }
+	);
+
+// Optimize for push.apply( _, NodeList )
+try {
+	push.apply(
+		( arr = slice.call( preferredDoc.childNodes ) ),
+		preferredDoc.childNodes
+	);
+
+	// Support: Android<4.0
+	// Detect silently failing push.apply
+	// eslint-disable-next-line no-unused-expressions
+	arr[ preferredDoc.childNodes.length ].nodeType;
+} catch ( e ) {
+	push = { apply: arr.length ?
+
+		// Leverage slice if possible
+		function( target, els ) {
+			pushNative.apply( target, slice.call( els ) );
+		} :
+
+		// Support: IE<9
+		// Otherwise append directly
+		function( target, els ) {
+			var j = target.length,
+				i = 0;
+
+			// Can't trust NodeList.length
+			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
+			target.length = j - 1;
+		}
+	};
+}
+
+function Sizzle( selector, context, results, seed ) {
+	var m, i, elem, nid, match, groups, newSelector,
+		newContext = context && context.ownerDocument,
+
+		// nodeType defaults to 9, since context defaults to document
+		nodeType = context ? context.nodeType : 9;
+
+	results = results || [];
+
+	// Return early from calls with invalid selector or context
+	if ( typeof selector !== "string" || !selector ||
+		nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) {
+
+		return results;
+	}
+
+	// Try to shortcut find operations (as opposed to filters) in HTML documents
+	if ( !seed ) {
+		setDocument( context );
+		context = context || document;
+
+		if ( documentIsHTML ) {
+
+			// If the selector is sufficiently simple, try using a "get*By*" DOM method
+			// (excepting DocumentFragment context, where the methods don't exist)
+			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
+
+				// ID selector
+				if ( ( m = match[ 1 ] ) ) {
+
+					// Document context
+					if ( nodeType === 9 ) {
+						if ( ( elem = context.getElementById( m ) ) ) {
+
+							// Support: IE, Opera, Webkit
+							// TODO: identify versions
+							// getElementById can match elements by name instead of ID
+							if ( elem.id === m ) {
+								results.push( elem );
+								return results;
+							}
+						} else {
+							return results;
+						}
+
+					// Element context
+					} else {
+
+						// Support: IE, Opera, Webkit
+						// TODO: identify versions
+						// getElementById can match elements by name instead of ID
+						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
+							contains( context, elem ) &&
+							elem.id === m ) {
+
+							results.push( elem );
+							return results;
+						}
+					}
+
+				// Type selector
+				} else if ( match[ 2 ] ) {
+					push.apply( results, context.getElementsByTagName( selector ) );
+					return results;
+
+				// Class selector
+				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
+					context.getElementsByClassName ) {
+
+					push.apply( results, context.getElementsByClassName( m ) );
+					return results;
+				}
+			}
+
+			// Take advantage of querySelectorAll
+			if ( support.qsa &&
+				!nonnativeSelectorCache[ selector + " " ] &&
+				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
+
+				// Support: IE 8 only
+				// Exclude object elements
+				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
+
+				newSelector = selector;
+				newContext = context;
+
+				// qSA considers elements outside a scoping root when evaluating child or
+				// descendant combinators, which is not what we want.
+				// In such cases, we work around the behavior by prefixing every selector in the
+				// list with an ID selector referencing the scope context.
+				// The technique has to be used as well when a leading combinator is used
+				// as such selectors are not recognized by querySelectorAll.
+				// Thanks to Andrew Dupont for this technique.
+				if ( nodeType === 1 &&
+					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
+
+					// Expand context for sibling selectors
+					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
+						context;
+
+					// We can use :scope instead of the ID hack if the browser
+					// supports it & if we're not changing the context.
+					if ( newContext !== context || !support.scope ) {
+
+						// Capture the context ID, setting it first if necessary
+						if ( ( nid = context.getAttribute( "id" ) ) ) {
+							nid = nid.replace( rcssescape, fcssescape );
+						} else {
+							context.setAttribute( "id", ( nid = expando ) );
+						}
+					}
+
+					// Prefix every selector in the list
+					groups = tokenize( selector );
+					i = groups.length;
+					while ( i-- ) {
+						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
+							toSelector( groups[ i ] );
+					}
+					newSelector = groups.join( "," );
+				}
+
+				try {
+					push.apply( results,
+						newContext.querySelectorAll( newSelector )
+					);
+					return results;
+				} catch ( qsaError ) {
+					nonnativeSelectorCache( selector, true );
+				} finally {
+					if ( nid === expando ) {
+						context.removeAttribute( "id" );
+					}
+				}
+			}
+		}
+	}
+
+	// All others
+	return select( selector.replace( rtrim, "$1" ), context, results, seed );
+}
+
+/**
+ * Create key-value caches of limited size
+ * @returns {function(string, object)} Returns the Object data after storing it on itself with
+ *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
+ *	deleting the oldest entry
+ */
+function createCache() {
+	var keys = [];
+
+	function cache( key, value ) {
+
+		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
+		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+
+			// Only keep the most recent entries
+			delete cache[ keys.shift() ];
+		}
+		return ( cache[ key + " " ] = value );
+	}
+	return cache;
+}
+
+/**
+ * Mark a function for special use by Sizzle
+ * @param {Function} fn The function to mark
+ */
+function markFunction( fn ) {
+	fn[ expando ] = true;
+	return fn;
+}
+
+/**
+ * Support testing using an element
+ * @param {Function} fn Passed the created element and returns a boolean result
+ */
+function assert( fn ) {
+	var el = document.createElement( "fieldset" );
+
+	try {
+		return !!fn( el );
+	} catch ( e ) {
+		return false;
+	} finally {
+
+		// Remove from its parent by default
+		if ( el.parentNode ) {
+			el.parentNode.removeChild( el );
+		}
+
+		// release memory in IE
+		el = null;
+	}
+}
+
+/**
+ * Adds the same handler for all of the specified attrs
+ * @param {String} attrs Pipe-separated list of attributes
+ * @param {Function} handler The method that will be applied
+ */
+function addHandle( attrs, handler ) {
+	var arr = attrs.split( "|" ),
+		i = arr.length;
+
+	while ( i-- ) {
+		Expr.attrHandle[ arr[ i ] ] = handler;
+	}
+}
+
+/**
+ * Checks document order of two siblings
+ * @param {Element} a
+ * @param {Element} b
+ * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
+ */
+function siblingCheck( a, b ) {
+	var cur = b && a,
+		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
+			a.sourceIndex - b.sourceIndex;
+
+	// Use IE sourceIndex if available on both nodes
+	if ( diff ) {
+		return diff;
+	}
+
+	// Check if b follows a
+	if ( cur ) {
+		while ( ( cur = cur.nextSibling ) ) {
+			if ( cur === b ) {
+				return -1;
+			}
+		}
+	}
+
+	return a ? 1 : -1;
+}
+
+/**
+ * Returns a function to use in pseudos for input types
+ * @param {String} type
+ */
+function createInputPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return name === "input" && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for buttons
+ * @param {String} type
+ */
+function createButtonPseudo( type ) {
+	return function( elem ) {
+		var name = elem.nodeName.toLowerCase();
+		return ( name === "input" || name === "button" ) && elem.type === type;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for :enabled/:disabled
+ * @param {Boolean} disabled true for :disabled; false for :enabled
+ */
+function createDisabledPseudo( disabled ) {
+
+	// Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable
+	return function( elem ) {
+
+		// Only certain elements can match :enabled or :disabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled
+		// https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled
+		if ( "form" in elem ) {
+
+			// Check for inherited disabledness on relevant non-disabled elements:
+			// * listed form-associated elements in a disabled fieldset
+			//   https://html.spec.whatwg.org/multipage/forms.html#category-listed
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled
+			// * option elements in a disabled optgroup
+			//   https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled
+			// All such elements have a "form" property.
+			if ( elem.parentNode && elem.disabled === false ) {
+
+				// Option elements defer to a parent optgroup if present
+				if ( "label" in elem ) {
+					if ( "label" in elem.parentNode ) {
+						return elem.parentNode.disabled === disabled;
+					} else {
+						return elem.disabled === disabled;
+					}
+				}
+
+				// Support: IE 6 - 11
+				// Use the isDisabled shortcut property to check for disabled fieldset ancestors
+				return elem.isDisabled === disabled ||
+
+					// Where there is no isDisabled, check manually
+					/* jshint -W018 */
+					elem.isDisabled !== !disabled &&
+					inDisabledFieldset( elem ) === disabled;
+			}
+
+			return elem.disabled === disabled;
+
+		// Try to winnow out elements that can't be disabled before trusting the disabled property.
+		// Some victims get caught in our net (label, legend, menu, track), but it shouldn't
+		// even exist on them, let alone have a boolean value.
+		} else if ( "label" in elem ) {
+			return elem.disabled === disabled;
+		}
+
+		// Remaining elements are neither :enabled nor :disabled
+		return false;
+	};
+}
+
+/**
+ * Returns a function to use in pseudos for positionals
+ * @param {Function} fn
+ */
+function createPositionalPseudo( fn ) {
+	return markFunction( function( argument ) {
+		argument = +argument;
+		return markFunction( function( seed, matches ) {
+			var j,
+				matchIndexes = fn( [], seed.length, argument ),
+				i = matchIndexes.length;
+
+			// Match elements found at the specified indexes
+			while ( i-- ) {
+				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
+					seed[ j ] = !( matches[ j ] = seed[ j ] );
+				}
+			}
+		} );
+	} );
+}
+
+/**
+ * Checks a node for validity as a Sizzle context
+ * @param {Element|Object=} context
+ * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
+ */
+function testContext( context ) {
+	return context && typeof context.getElementsByTagName !== "undefined" && context;
+}
+
+// Expose support vars for convenience
+support = Sizzle.support = {};
+
+/**
+ * Detects XML nodes
+ * @param {Element|Object} elem An element or a document
+ * @returns {Boolean} True iff elem is a non-HTML XML node
+ */
+isXML = Sizzle.isXML = function( elem ) {
+	var namespace = elem && elem.namespaceURI,
+		docElem = elem && ( elem.ownerDocument || elem ).documentElement;
+
+	// Support: IE <=8
+	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
+	// https://bugs.jquery.com/ticket/4833
+	return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" );
+};
+
+/**
+ * Sets document-related variables once based on the current document
+ * @param {Element|Object} [doc] An element or document object to use to set the document
+ * @returns {Object} Returns the current document
+ */
+setDocument = Sizzle.setDocument = function( node ) {
+	var hasCompare, subWindow,
+		doc = node ? node.ownerDocument || node : preferredDoc;
+
+	// Return early if doc is invalid or already selected
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
+		return document;
+	}
+
+	// Update global variables
+	document = doc;
+	docElem = document.documentElement;
+	documentIsHTML = !isXML( document );
+
+	// Support: IE 9 - 11+, Edge 12 - 18+
+	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( preferredDoc != document &&
+		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
+
+		// Support: IE 11, Edge
+		if ( subWindow.addEventListener ) {
+			subWindow.addEventListener( "unload", unloadHandler, false );
+
+		// Support: IE 9 - 10 only
+		} else if ( subWindow.attachEvent ) {
+			subWindow.attachEvent( "onunload", unloadHandler );
+		}
+	}
+
+	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
+	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
+	// IE/Edge & older browsers don't support the :scope pseudo-class.
+	// Support: Safari 6.0 only
+	// Safari 6.0 supports :scope but it's an alias of :root there.
+	support.scope = assert( function( el ) {
+		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
+		return typeof el.querySelectorAll !== "undefined" &&
+			!el.querySelectorAll( ":scope fieldset div" ).length;
+	} );
+
+	/* Attributes
+	---------------------------------------------------------------------- */
+
+	// Support: IE<8
+	// Verify that getAttribute really returns attributes and not properties
+	// (excepting IE8 booleans)
+	support.attributes = assert( function( el ) {
+		el.className = "i";
+		return !el.getAttribute( "className" );
+	} );
+
+	/* getElement(s)By*
+	---------------------------------------------------------------------- */
+
+	// Check if getElementsByTagName("*") returns only elements
+	support.getElementsByTagName = assert( function( el ) {
+		el.appendChild( document.createComment( "" ) );
+		return !el.getElementsByTagName( "*" ).length;
+	} );
+
+	// Support: IE<9
+	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
+
+	// Support: IE<10
+	// Check if getElementById returns elements by name
+	// The broken getElementById methods don't pick up programmatically-set names,
+	// so use a roundabout getElementsByName test
+	support.getById = assert( function( el ) {
+		docElem.appendChild( el ).id = expando;
+		return !document.getElementsByName || !document.getElementsByName( expando ).length;
+	} );
+
+	// ID filter and find
+	if ( support.getById ) {
+		Expr.filter[ "ID" ] = function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				return elem.getAttribute( "id" ) === attrId;
+			};
+		};
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var elem = context.getElementById( id );
+				return elem ? [ elem ] : [];
+			}
+		};
+	} else {
+		Expr.filter[ "ID" ] =  function( id ) {
+			var attrId = id.replace( runescape, funescape );
+			return function( elem ) {
+				var node = typeof elem.getAttributeNode !== "undefined" &&
+					elem.getAttributeNode( "id" );
+				return node && node.value === attrId;
+			};
+		};
+
+		// Support: IE 6 - 7 only
+		// getElementById is not reliable as a find shortcut
+		Expr.find[ "ID" ] = function( id, context ) {
+			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
+				var node, i, elems,
+					elem = context.getElementById( id );
+
+				if ( elem ) {
+
+					// Verify the id attribute
+					node = elem.getAttributeNode( "id" );
+					if ( node && node.value === id ) {
+						return [ elem ];
+					}
+
+					// Fall back on getElementsByName
+					elems = context.getElementsByName( id );
+					i = 0;
+					while ( ( elem = elems[ i++ ] ) ) {
+						node = elem.getAttributeNode( "id" );
+						if ( node && node.value === id ) {
+							return [ elem ];
+						}
+					}
+				}
+
+				return [];
+			}
+		};
+	}
+
+	// Tag
+	Expr.find[ "TAG" ] = support.getElementsByTagName ?
+		function( tag, context ) {
+			if ( typeof context.getElementsByTagName !== "undefined" ) {
+				return context.getElementsByTagName( tag );
+
+			// DocumentFragment nodes don't have gEBTN
+			} else if ( support.qsa ) {
+				return context.querySelectorAll( tag );
+			}
+		} :
+
+		function( tag, context ) {
+			var elem,
+				tmp = [],
+				i = 0,
+
+				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
+				results = context.getElementsByTagName( tag );
+
+			// Filter out possible comments
+			if ( tag === "*" ) {
+				while ( ( elem = results[ i++ ] ) ) {
+					if ( elem.nodeType === 1 ) {
+						tmp.push( elem );
+					}
+				}
+
+				return tmp;
+			}
+			return results;
+		};
+
+	// Class
+	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
+		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
+			return context.getElementsByClassName( className );
+		}
+	};
+
+	/* QSA/matchesSelector
+	---------------------------------------------------------------------- */
+
+	// QSA and matchesSelector support
+
+	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
+	rbuggyMatches = [];
+
+	// qSa(:focus) reports false when true (Chrome 21)
+	// We allow this because of a bug in IE8/9 that throws an error
+	// whenever `document.activeElement` is accessed on an iframe
+	// So, we allow :focus to pass through QSA all the time to avoid the IE error
+	// See https://bugs.jquery.com/ticket/13378
+	rbuggyQSA = [];
+
+	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
+
+		// Build QSA regex
+		// Regex strategy adopted from Diego Perini
+		assert( function( el ) {
+
+			var input;
+
+			// Select is set to empty string on purpose
+			// This is to test IE's treatment of not explicitly
+			// setting a boolean content attribute,
+			// since its presence should be enough
+			// https://bugs.jquery.com/ticket/12359
+			docElem.appendChild( el ).innerHTML = "<a id='" + expando + "'></a>" +
+				"<select id='" + expando + "-\r\\' msallowcapture=''>" +
+				"<option selected=''></option></select>";
+
+			// Support: IE8, Opera 11-12.16
+			// Nothing should be selected when empty strings follow ^= or $= or *=
+			// The test attribute must be unknown in Opera but "safe" for WinRT
+			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
+			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
+				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
+			}
+
+			// Support: IE8
+			// Boolean attributes and "value" are not treated correctly
+			if ( !el.querySelectorAll( "[selected]" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
+			}
+
+			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
+			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
+				rbuggyQSA.push( "~=" );
+			}
+
+			// Support: IE 11+, Edge 15 - 18+
+			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
+			// Adding a temporary attribute to the document before the selection works
+			// around the issue.
+			// Interestingly, IE 10 & older don't seem to have the issue.
+			input = document.createElement( "input" );
+			input.setAttribute( "name", "" );
+			el.appendChild( input );
+			if ( !el.querySelectorAll( "[name='']" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
+					whitespace + "*(?:''|\"\")" );
+			}
+
+			// Webkit/Opera - :checked should return selected option elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			// IE8 throws error here and will not see later tests
+			if ( !el.querySelectorAll( ":checked" ).length ) {
+				rbuggyQSA.push( ":checked" );
+			}
+
+			// Support: Safari 8+, iOS 8+
+			// https://bugs.webkit.org/show_bug.cgi?id=136851
+			// In-page `selector#id sibling-combinator selector` fails
+			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
+				rbuggyQSA.push( ".#.+[+~]" );
+			}
+
+			// Support: Firefox <=3.6 - 5 only
+			// Old Firefox doesn't throw on a badly-escaped identifier.
+			el.querySelectorAll( "\\\f" );
+			rbuggyQSA.push( "[\\r\\n\\f]" );
+		} );
+
+		assert( function( el ) {
+			el.innerHTML = "<a href='' disabled='disabled'></a>" +
+				"<select disabled='disabled'><option/></select>";
+
+			// Support: Windows 8 Native Apps
+			// The type and name attributes are restricted during .innerHTML assignment
+			var input = document.createElement( "input" );
+			input.setAttribute( "type", "hidden" );
+			el.appendChild( input ).setAttribute( "name", "D" );
+
+			// Support: IE8
+			// Enforce case-sensitivity of name attribute
+			if ( el.querySelectorAll( "[name=d]" ).length ) {
+				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
+			}
+
+			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
+			// IE8 throws error here and will not see later tests
+			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: IE9-11+
+			// IE's :disabled selector does not pick up the children of disabled fieldsets
+			docElem.appendChild( el ).disabled = true;
+			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
+				rbuggyQSA.push( ":enabled", ":disabled" );
+			}
+
+			// Support: Opera 10 - 11 only
+			// Opera 10-11 does not throw on post-comma invalid pseudos
+			el.querySelectorAll( "*,:x" );
+			rbuggyQSA.push( ",.*:" );
+		} );
+	}
+
+	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
+		docElem.webkitMatchesSelector ||
+		docElem.mozMatchesSelector ||
+		docElem.oMatchesSelector ||
+		docElem.msMatchesSelector ) ) ) ) {
+
+		assert( function( el ) {
+
+			// Check to see if it's possible to do matchesSelector
+			// on a disconnected node (IE 9)
+			support.disconnectedMatch = matches.call( el, "*" );
+
+			// This should fail with an exception
+			// Gecko does not error, returns false instead
+			matches.call( el, "[s!='']:x" );
+			rbuggyMatches.push( "!=", pseudos );
+		} );
+	}
+
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
+
+	/* Contains
+	---------------------------------------------------------------------- */
+	hasCompare = rnative.test( docElem.compareDocumentPosition );
+
+	// Element contains another
+	// Purposefully self-exclusive
+	// As in, an element does not contain itself
+	contains = hasCompare || rnative.test( docElem.contains ) ?
+		function( a, b ) {
+			var adown = a.nodeType === 9 ? a.documentElement : a,
+				bup = b && b.parentNode;
+			return a === bup || !!( bup && bup.nodeType === 1 && (
+				adown.contains ?
+					adown.contains( bup ) :
+					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
+			) );
+		} :
+		function( a, b ) {
+			if ( b ) {
+				while ( ( b = b.parentNode ) ) {
+					if ( b === a ) {
+						return true;
+					}
+				}
+			}
+			return false;
+		};
+
+	/* Sorting
+	---------------------------------------------------------------------- */
+
+	// Document order sorting
+	sortOrder = hasCompare ?
+	function( a, b ) {
+
+		// Flag for duplicate removal
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		// Sort on method existence if only one input has compareDocumentPosition
+		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
+		if ( compare ) {
+			return compare;
+		}
+
+		// Calculate position if both inputs belong to the same document
+		// Support: IE 11+, Edge 17 - 18+
+		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+		// two documents; shallow comparisons work.
+		// eslint-disable-next-line eqeqeq
+		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
+			a.compareDocumentPosition( b ) :
+
+			// Otherwise we know they are disconnected
+			1;
+
+		// Disconnected nodes
+		if ( compare & 1 ||
+			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
+
+			// Choose the first element that is related to our preferred document
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( a == document || a.ownerDocument == preferredDoc &&
+				contains( preferredDoc, a ) ) {
+				return -1;
+			}
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( b == document || b.ownerDocument == preferredDoc &&
+				contains( preferredDoc, b ) ) {
+				return 1;
+			}
+
+			// Maintain original order
+			return sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+		}
+
+		return compare & 4 ? -1 : 1;
+	} :
+	function( a, b ) {
+
+		// Exit early if the nodes are identical
+		if ( a === b ) {
+			hasDuplicate = true;
+			return 0;
+		}
+
+		var cur,
+			i = 0,
+			aup = a.parentNode,
+			bup = b.parentNode,
+			ap = [ a ],
+			bp = [ b ];
+
+		// Parentless nodes are either documents or disconnected
+		if ( !aup || !bup ) {
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			return a == document ? -1 :
+				b == document ? 1 :
+				/* eslint-enable eqeqeq */
+				aup ? -1 :
+				bup ? 1 :
+				sortInput ?
+				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
+				0;
+
+		// If the nodes are siblings, we can do a quick check
+		} else if ( aup === bup ) {
+			return siblingCheck( a, b );
+		}
+
+		// Otherwise we need full lists of their ancestors for comparison
+		cur = a;
+		while ( ( cur = cur.parentNode ) ) {
+			ap.unshift( cur );
+		}
+		cur = b;
+		while ( ( cur = cur.parentNode ) ) {
+			bp.unshift( cur );
+		}
+
+		// Walk down the tree looking for a discrepancy
+		while ( ap[ i ] === bp[ i ] ) {
+			i++;
+		}
+
+		return i ?
+
+			// Do a sibling check if the nodes have a common ancestor
+			siblingCheck( ap[ i ], bp[ i ] ) :
+
+			// Otherwise nodes in our document sort first
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			ap[ i ] == preferredDoc ? -1 :
+			bp[ i ] == preferredDoc ? 1 :
+			/* eslint-enable eqeqeq */
+			0;
+	};
+
+	return document;
+};
+
+Sizzle.matches = function( expr, elements ) {
+	return Sizzle( expr, null, null, elements );
+};
+
+Sizzle.matchesSelector = function( elem, expr ) {
+	setDocument( elem );
+
+	if ( support.matchesSelector && documentIsHTML &&
+		!nonnativeSelectorCache[ expr + " " ] &&
+		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
+		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
+
+		try {
+			var ret = matches.call( elem, expr );
+
+			// IE 9's matchesSelector returns false on disconnected nodes
+			if ( ret || support.disconnectedMatch ||
+
+				// As well, disconnected nodes are said to be in a document
+				// fragment in IE 9
+				elem.document && elem.document.nodeType !== 11 ) {
+				return ret;
+			}
+		} catch ( e ) {
+			nonnativeSelectorCache( expr, true );
+		}
+	}
+
+	return Sizzle( expr, document, null, [ elem ] ).length > 0;
+};
+
+Sizzle.contains = function( context, elem ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( context.ownerDocument || context ) != document ) {
+		setDocument( context );
+	}
+	return contains( context, elem );
+};
+
+Sizzle.attr = function( elem, name ) {
+
+	// Set document vars if needed
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( elem.ownerDocument || elem ) != document ) {
+		setDocument( elem );
+	}
+
+	var fn = Expr.attrHandle[ name.toLowerCase() ],
+
+		// Don't get fooled by Object.prototype properties (jQuery #13807)
+		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
+			fn( elem, name, !documentIsHTML ) :
+			undefined;
+
+	return val !== undefined ?
+		val :
+		support.attributes || !documentIsHTML ?
+			elem.getAttribute( name ) :
+			( val = elem.getAttributeNode( name ) ) && val.specified ?
+				val.value :
+				null;
+};
+
+Sizzle.escape = function( sel ) {
+	return ( sel + "" ).replace( rcssescape, fcssescape );
+};
+
+Sizzle.error = function( msg ) {
+	throw new Error( "Syntax error, unrecognized expression: " + msg );
+};
+
+/**
+ * Document sorting and removing duplicates
+ * @param {ArrayLike} results
+ */
+Sizzle.uniqueSort = function( results ) {
+	var elem,
+		duplicates = [],
+		j = 0,
+		i = 0;
+
+	// Unless we *know* we can detect duplicates, assume their presence
+	hasDuplicate = !support.detectDuplicates;
+	sortInput = !support.sortStable && results.slice( 0 );
+	results.sort( sortOrder );
+
+	if ( hasDuplicate ) {
+		while ( ( elem = results[ i++ ] ) ) {
+			if ( elem === results[ i ] ) {
+				j = duplicates.push( i );
+			}
+		}
+		while ( j-- ) {
+			results.splice( duplicates[ j ], 1 );
+		}
+	}
+
+	// Clear input after sorting to release objects
+	// See https://github.com/jquery/sizzle/pull/225
+	sortInput = null;
+
+	return results;
+};
+
+/**
+ * Utility function for retrieving the text value of an array of DOM nodes
+ * @param {Array|Element} elem
+ */
+getText = Sizzle.getText = function( elem ) {
+	var node,
+		ret = "",
+		i = 0,
+		nodeType = elem.nodeType;
+
+	if ( !nodeType ) {
+
+		// If no nodeType, this is expected to be an array
+		while ( ( node = elem[ i++ ] ) ) {
+
+			// Do not traverse comment nodes
+			ret += getText( node );
+		}
+	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+
+		// Use textContent for elements
+		// innerText usage removed for consistency of new lines (jQuery #11153)
+		if ( typeof elem.textContent === "string" ) {
+			return elem.textContent;
+		} else {
+
+			// Traverse its children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				ret += getText( elem );
+			}
+		}
+	} else if ( nodeType === 3 || nodeType === 4 ) {
+		return elem.nodeValue;
+	}
+
+	// Do not include comment or processing instruction nodes
+
+	return ret;
+};
+
+Expr = Sizzle.selectors = {
+
+	// Can be adjusted by the user
+	cacheLength: 50,
+
+	createPseudo: markFunction,
+
+	match: matchExpr,
+
+	attrHandle: {},
+
+	find: {},
+
+	relative: {
+		">": { dir: "parentNode", first: true },
+		" ": { dir: "parentNode" },
+		"+": { dir: "previousSibling", first: true },
+		"~": { dir: "previousSibling" }
+	},
+
+	preFilter: {
+		"ATTR": function( match ) {
+			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
+
+			// Move the given value to match[3] whether quoted or unquoted
+			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
+				match[ 5 ] || "" ).replace( runescape, funescape );
+
+			if ( match[ 2 ] === "~=" ) {
+				match[ 3 ] = " " + match[ 3 ] + " ";
+			}
+
+			return match.slice( 0, 4 );
+		},
+
+		"CHILD": function( match ) {
+
+			/* matches from matchExpr["CHILD"]
+				1 type (only|nth|...)
+				2 what (child|of-type)
+				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
+				4 xn-component of xn+y argument ([+-]?\d*n|)
+				5 sign of xn-component
+				6 x of xn-component
+				7 sign of y-component
+				8 y of y-component
+			*/
+			match[ 1 ] = match[ 1 ].toLowerCase();
+
+			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
+
+				// nth-* requires argument
+				if ( !match[ 3 ] ) {
+					Sizzle.error( match[ 0 ] );
+				}
+
+				// numeric x and y parameters for Expr.filter.CHILD
+				// remember that false/true cast respectively to 0/1
+				match[ 4 ] = +( match[ 4 ] ?
+					match[ 5 ] + ( match[ 6 ] || 1 ) :
+					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
+				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
+
+				// other types prohibit arguments
+			} else if ( match[ 3 ] ) {
+				Sizzle.error( match[ 0 ] );
+			}
+
+			return match;
+		},
+
+		"PSEUDO": function( match ) {
+			var excess,
+				unquoted = !match[ 6 ] && match[ 2 ];
+
+			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
+				return null;
+			}
+
+			// Accept quoted arguments as-is
+			if ( match[ 3 ] ) {
+				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
+
+			// Strip excess characters from unquoted arguments
+			} else if ( unquoted && rpseudo.test( unquoted ) &&
+
+				// Get excess from tokenize (recursively)
+				( excess = tokenize( unquoted, true ) ) &&
+
+				// advance to the next closing parenthesis
+				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
+
+				// excess is a negative index
+				match[ 0 ] = match[ 0 ].slice( 0, excess );
+				match[ 2 ] = unquoted.slice( 0, excess );
+			}
+
+			// Return only captures needed by the pseudo filter method (type and argument)
+			return match.slice( 0, 3 );
+		}
+	},
+
+	filter: {
+
+		"TAG": function( nodeNameSelector ) {
+			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
+			return nodeNameSelector === "*" ?
+				function() {
+					return true;
+				} :
+				function( elem ) {
+					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
+				};
+		},
+
+		"CLASS": function( className ) {
+			var pattern = classCache[ className + " " ];
+
+			return pattern ||
+				( pattern = new RegExp( "(^|" + whitespace +
+					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
+						className, function( elem ) {
+							return pattern.test(
+								typeof elem.className === "string" && elem.className ||
+								typeof elem.getAttribute !== "undefined" &&
+									elem.getAttribute( "class" ) ||
+								""
+							);
+				} );
+		},
+
+		"ATTR": function( name, operator, check ) {
+			return function( elem ) {
+				var result = Sizzle.attr( elem, name );
+
+				if ( result == null ) {
+					return operator === "!=";
+				}
+				if ( !operator ) {
+					return true;
+				}
+
+				result += "";
+
+				/* eslint-disable max-len */
+
+				return operator === "=" ? result === check :
+					operator === "!=" ? result !== check :
+					operator === "^=" ? check && result.indexOf( check ) === 0 :
+					operator === "*=" ? check && result.indexOf( check ) > -1 :
+					operator === "$=" ? check && result.slice( -check.length ) === check :
+					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
+					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
+					false;
+				/* eslint-enable max-len */
+
+			};
+		},
+
+		"CHILD": function( type, what, _argument, first, last ) {
+			var simple = type.slice( 0, 3 ) !== "nth",
+				forward = type.slice( -4 ) !== "last",
+				ofType = what === "of-type";
+
+			return first === 1 && last === 0 ?
+
+				// Shortcut for :nth-*(n)
+				function( elem ) {
+					return !!elem.parentNode;
+				} :
+
+				function( elem, _context, xml ) {
+					var cache, uniqueCache, outerCache, node, nodeIndex, start,
+						dir = simple !== forward ? "nextSibling" : "previousSibling",
+						parent = elem.parentNode,
+						name = ofType && elem.nodeName.toLowerCase(),
+						useCache = !xml && !ofType,
+						diff = false;
+
+					if ( parent ) {
+
+						// :(first|last|only)-(child|of-type)
+						if ( simple ) {
+							while ( dir ) {
+								node = elem;
+								while ( ( node = node[ dir ] ) ) {
+									if ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) {
+
+										return false;
+									}
+								}
+
+								// Reverse direction for :only-* (if we haven't yet done so)
+								start = dir = type === "only" && !start && "nextSibling";
+							}
+							return true;
+						}
+
+						start = [ forward ? parent.firstChild : parent.lastChild ];
+
+						// non-xml :nth-child(...) stores cache data on `parent`
+						if ( forward && useCache ) {
+
+							// Seek `elem` from a previously-cached index
+
+							// ...in a gzip-friendly way
+							node = parent;
+							outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+							// Support: IE <9 only
+							// Defend against cloned attroperties (jQuery gh-1709)
+							uniqueCache = outerCache[ node.uniqueID ] ||
+								( outerCache[ node.uniqueID ] = {} );
+
+							cache = uniqueCache[ type ] || [];
+							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+							diff = nodeIndex && cache[ 2 ];
+							node = nodeIndex && parent.childNodes[ nodeIndex ];
+
+							while ( ( node = ++nodeIndex && node && node[ dir ] ||
+
+								// Fallback to seeking `elem` from the start
+								( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+								// When found, cache indexes on `parent` and break
+								if ( node.nodeType === 1 && ++diff && node === elem ) {
+									uniqueCache[ type ] = [ dirruns, nodeIndex, diff ];
+									break;
+								}
+							}
+
+						} else {
+
+							// Use previously-cached element index if available
+							if ( useCache ) {
+
+								// ...in a gzip-friendly way
+								node = elem;
+								outerCache = node[ expando ] || ( node[ expando ] = {} );
+
+								// Support: IE <9 only
+								// Defend against cloned attroperties (jQuery gh-1709)
+								uniqueCache = outerCache[ node.uniqueID ] ||
+									( outerCache[ node.uniqueID ] = {} );
+
+								cache = uniqueCache[ type ] || [];
+								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
+								diff = nodeIndex;
+							}
+
+							// xml :nth-child(...)
+							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
+							if ( diff === false ) {
+
+								// Use the same loop as above to seek `elem` from the start
+								while ( ( node = ++nodeIndex && node && node[ dir ] ||
+									( diff = nodeIndex = 0 ) || start.pop() ) ) {
+
+									if ( ( ofType ?
+										node.nodeName.toLowerCase() === name :
+										node.nodeType === 1 ) &&
+										++diff ) {
+
+										// Cache the index of each encountered element
+										if ( useCache ) {
+											outerCache = node[ expando ] ||
+												( node[ expando ] = {} );
+
+											// Support: IE <9 only
+											// Defend against cloned attroperties (jQuery gh-1709)
+											uniqueCache = outerCache[ node.uniqueID ] ||
+												( outerCache[ node.uniqueID ] = {} );
+
+											uniqueCache[ type ] = [ dirruns, diff ];
+										}
+
+										if ( node === elem ) {
+											break;
+										}
+									}
+								}
+							}
+						}
+
+						// Incorporate the offset, then check against cycle size
+						diff -= last;
+						return diff === first || ( diff % first === 0 && diff / first >= 0 );
+					}
+				};
+		},
+
+		"PSEUDO": function( pseudo, argument ) {
+
+			// pseudo-class names are case-insensitive
+			// http://www.w3.org/TR/selectors/#pseudo-classes
+			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
+			// Remember that setFilters inherits from pseudos
+			var args,
+				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
+					Sizzle.error( "unsupported pseudo: " + pseudo );
+
+			// The user may use createPseudo to indicate that
+			// arguments are needed to create the filter function
+			// just as Sizzle does
+			if ( fn[ expando ] ) {
+				return fn( argument );
+			}
+
+			// But maintain support for old signatures
+			if ( fn.length > 1 ) {
+				args = [ pseudo, pseudo, "", argument ];
+				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
+					markFunction( function( seed, matches ) {
+						var idx,
+							matched = fn( seed, argument ),
+							i = matched.length;
+						while ( i-- ) {
+							idx = indexOf( seed, matched[ i ] );
+							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
+						}
+					} ) :
+					function( elem ) {
+						return fn( elem, 0, args );
+					};
+			}
+
+			return fn;
+		}
+	},
+
+	pseudos: {
+
+		// Potentially complex pseudos
+		"not": markFunction( function( selector ) {
+
+			// Trim the selector passed to compile
+			// to avoid treating leading and trailing
+			// spaces as combinators
+			var input = [],
+				results = [],
+				matcher = compile( selector.replace( rtrim, "$1" ) );
+
+			return matcher[ expando ] ?
+				markFunction( function( seed, matches, _context, xml ) {
+					var elem,
+						unmatched = matcher( seed, null, xml, [] ),
+						i = seed.length;
+
+					// Match elements unmatched by `matcher`
+					while ( i-- ) {
+						if ( ( elem = unmatched[ i ] ) ) {
+							seed[ i ] = !( matches[ i ] = elem );
+						}
+					}
+				} ) :
+				function( elem, _context, xml ) {
+					input[ 0 ] = elem;
+					matcher( input, null, xml, results );
+
+					// Don't keep the element (issue #299)
+					input[ 0 ] = null;
+					return !results.pop();
+				};
+		} ),
+
+		"has": markFunction( function( selector ) {
+			return function( elem ) {
+				return Sizzle( selector, elem ).length > 0;
+			};
+		} ),
+
+		"contains": markFunction( function( text ) {
+			text = text.replace( runescape, funescape );
+			return function( elem ) {
+				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
+			};
+		} ),
+
+		// "Whether an element is represented by a :lang() selector
+		// is based solely on the element's language value
+		// being equal to the identifier C,
+		// or beginning with the identifier C immediately followed by "-".
+		// The matching of C against the element's language value is performed case-insensitively.
+		// The identifier C does not have to be a valid language name."
+		// http://www.w3.org/TR/selectors/#lang-pseudo
+		"lang": markFunction( function( lang ) {
+
+			// lang value must be a valid identifier
+			if ( !ridentifier.test( lang || "" ) ) {
+				Sizzle.error( "unsupported lang: " + lang );
+			}
+			lang = lang.replace( runescape, funescape ).toLowerCase();
+			return function( elem ) {
+				var elemLang;
+				do {
+					if ( ( elemLang = documentIsHTML ?
+						elem.lang :
+						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
+
+						elemLang = elemLang.toLowerCase();
+						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
+					}
+				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
+				return false;
+			};
+		} ),
+
+		// Miscellaneous
+		"target": function( elem ) {
+			var hash = window.location && window.location.hash;
+			return hash && hash.slice( 1 ) === elem.id;
+		},
+
+		"root": function( elem ) {
+			return elem === docElem;
+		},
+
+		"focus": function( elem ) {
+			return elem === document.activeElement &&
+				( !document.hasFocus || document.hasFocus() ) &&
+				!!( elem.type || elem.href || ~elem.tabIndex );
+		},
+
+		// Boolean properties
+		"enabled": createDisabledPseudo( false ),
+		"disabled": createDisabledPseudo( true ),
+
+		"checked": function( elem ) {
+
+			// In CSS3, :checked should return both checked and selected elements
+			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
+			var nodeName = elem.nodeName.toLowerCase();
+			return ( nodeName === "input" && !!elem.checked ) ||
+				( nodeName === "option" && !!elem.selected );
+		},
+
+		"selected": function( elem ) {
+
+			// Accessing this property makes selected-by-default
+			// options in Safari work properly
+			if ( elem.parentNode ) {
+				// eslint-disable-next-line no-unused-expressions
+				elem.parentNode.selectedIndex;
+			}
+
+			return elem.selected === true;
+		},
+
+		// Contents
+		"empty": function( elem ) {
+
+			// http://www.w3.org/TR/selectors/#empty-pseudo
+			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
+			//   but not by others (comment: 8; processing instruction: 7; etc.)
+			// nodeType < 6 works because attributes (2) do not appear as children
+			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
+				if ( elem.nodeType < 6 ) {
+					return false;
+				}
+			}
+			return true;
+		},
+
+		"parent": function( elem ) {
+			return !Expr.pseudos[ "empty" ]( elem );
+		},
+
+		// Element/input types
+		"header": function( elem ) {
+			return rheader.test( elem.nodeName );
+		},
+
+		"input": function( elem ) {
+			return rinputs.test( elem.nodeName );
+		},
+
+		"button": function( elem ) {
+			var name = elem.nodeName.toLowerCase();
+			return name === "input" && elem.type === "button" || name === "button";
+		},
+
+		"text": function( elem ) {
+			var attr;
+			return elem.nodeName.toLowerCase() === "input" &&
+				elem.type === "text" &&
+
+				// Support: IE<8
+				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
+				( ( attr = elem.getAttribute( "type" ) ) == null ||
+					attr.toLowerCase() === "text" );
+		},
+
+		// Position-in-collection
+		"first": createPositionalPseudo( function() {
+			return [ 0 ];
+		} ),
+
+		"last": createPositionalPseudo( function( _matchIndexes, length ) {
+			return [ length - 1 ];
+		} ),
+
+		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
+			return [ argument < 0 ? argument + length : argument ];
+		} ),
+
+		"even": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 0;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"odd": createPositionalPseudo( function( matchIndexes, length ) {
+			var i = 1;
+			for ( ; i < length; i += 2 ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ?
+				argument + length :
+				argument > length ?
+					length :
+					argument;
+			for ( ; --i >= 0; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} ),
+
+		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
+			var i = argument < 0 ? argument + length : argument;
+			for ( ; ++i < length; ) {
+				matchIndexes.push( i );
+			}
+			return matchIndexes;
+		} )
+	}
+};
+
+Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
+
+// Add button/input type pseudos
+for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
+	Expr.pseudos[ i ] = createInputPseudo( i );
+}
+for ( i in { submit: true, reset: true } ) {
+	Expr.pseudos[ i ] = createButtonPseudo( i );
+}
+
+// Easy API for creating new setFilters
+function setFilters() {}
+setFilters.prototype = Expr.filters = Expr.pseudos;
+Expr.setFilters = new setFilters();
+
+tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
+	var matched, match, tokens, type,
+		soFar, groups, preFilters,
+		cached = tokenCache[ selector + " " ];
+
+	if ( cached ) {
+		return parseOnly ? 0 : cached.slice( 0 );
+	}
+
+	soFar = selector;
+	groups = [];
+	preFilters = Expr.preFilter;
+
+	while ( soFar ) {
+
+		// Comma and first run
+		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
+			if ( match ) {
+
+				// Don't consume trailing commas as valid
+				soFar = soFar.slice( match[ 0 ].length ) || soFar;
+			}
+			groups.push( ( tokens = [] ) );
+		}
+
+		matched = false;
+
+		// Combinators
+		if ( ( match = rcombinators.exec( soFar ) ) ) {
+			matched = match.shift();
+			tokens.push( {
+				value: matched,
+
+				// Cast descendant combinators to space
+				type: match[ 0 ].replace( rtrim, " " )
+			} );
+			soFar = soFar.slice( matched.length );
+		}
+
+		// Filters
+		for ( type in Expr.filter ) {
+			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
+				( match = preFilters[ type ]( match ) ) ) ) {
+				matched = match.shift();
+				tokens.push( {
+					value: matched,
+					type: type,
+					matches: match
+				} );
+				soFar = soFar.slice( matched.length );
+			}
+		}
+
+		if ( !matched ) {
+			break;
+		}
+	}
+
+	// Return the length of the invalid excess
+	// if we're just parsing
+	// Otherwise, throw an error or return tokens
+	return parseOnly ?
+		soFar.length :
+		soFar ?
+			Sizzle.error( selector ) :
+
+			// Cache the tokens
+			tokenCache( selector, groups ).slice( 0 );
+};
+
+function toSelector( tokens ) {
+	var i = 0,
+		len = tokens.length,
+		selector = "";
+	for ( ; i < len; i++ ) {
+		selector += tokens[ i ].value;
+	}
+	return selector;
+}
+
+function addCombinator( matcher, combinator, base ) {
+	var dir = combinator.dir,
+		skip = combinator.next,
+		key = skip || dir,
+		checkNonElements = base && key === "parentNode",
+		doneName = done++;
+
+	return combinator.first ?
+
+		// Check against closest ancestor/preceding element
+		function( elem, context, xml ) {
+			while ( ( elem = elem[ dir ] ) ) {
+				if ( elem.nodeType === 1 || checkNonElements ) {
+					return matcher( elem, context, xml );
+				}
+			}
+			return false;
+		} :
+
+		// Check against all ancestor/preceding elements
+		function( elem, context, xml ) {
+			var oldCache, uniqueCache, outerCache,
+				newCache = [ dirruns, doneName ];
+
+			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
+			if ( xml ) {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						if ( matcher( elem, context, xml ) ) {
+							return true;
+						}
+					}
+				}
+			} else {
+				while ( ( elem = elem[ dir ] ) ) {
+					if ( elem.nodeType === 1 || checkNonElements ) {
+						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
+
+						// Support: IE <9 only
+						// Defend against cloned attroperties (jQuery gh-1709)
+						uniqueCache = outerCache[ elem.uniqueID ] ||
+							( outerCache[ elem.uniqueID ] = {} );
+
+						if ( skip && skip === elem.nodeName.toLowerCase() ) {
+							elem = elem[ dir ] || elem;
+						} else if ( ( oldCache = uniqueCache[ key ] ) &&
+							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
+
+							// Assign to newCache so results back-propagate to previous elements
+							return ( newCache[ 2 ] = oldCache[ 2 ] );
+						} else {
+
+							// Reuse newcache so results back-propagate to previous elements
+							uniqueCache[ key ] = newCache;
+
+							// A match means we're done; a fail means we have to keep checking
+							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
+								return true;
+							}
+						}
+					}
+				}
+			}
+			return false;
+		};
+}
+
+function elementMatcher( matchers ) {
+	return matchers.length > 1 ?
+		function( elem, context, xml ) {
+			var i = matchers.length;
+			while ( i-- ) {
+				if ( !matchers[ i ]( elem, context, xml ) ) {
+					return false;
+				}
+			}
+			return true;
+		} :
+		matchers[ 0 ];
+}
+
+function multipleContexts( selector, contexts, results ) {
+	var i = 0,
+		len = contexts.length;
+	for ( ; i < len; i++ ) {
+		Sizzle( selector, contexts[ i ], results );
+	}
+	return results;
+}
+
+function condense( unmatched, map, filter, context, xml ) {
+	var elem,
+		newUnmatched = [],
+		i = 0,
+		len = unmatched.length,
+		mapped = map != null;
+
+	for ( ; i < len; i++ ) {
+		if ( ( elem = unmatched[ i ] ) ) {
+			if ( !filter || filter( elem, context, xml ) ) {
+				newUnmatched.push( elem );
+				if ( mapped ) {
+					map.push( i );
+				}
+			}
+		}
+	}
+
+	return newUnmatched;
+}
+
+function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
+	if ( postFilter && !postFilter[ expando ] ) {
+		postFilter = setMatcher( postFilter );
+	}
+	if ( postFinder && !postFinder[ expando ] ) {
+		postFinder = setMatcher( postFinder, postSelector );
+	}
+	return markFunction( function( seed, results, context, xml ) {
+		var temp, i, elem,
+			preMap = [],
+			postMap = [],
+			preexisting = results.length,
+
+			// Get initial elements from seed or context
+			elems = seed || multipleContexts(
+				selector || "*",
+				context.nodeType ? [ context ] : context,
+				[]
+			),
+
+			// Prefilter to get matcher input, preserving a map for seed-results synchronization
+			matcherIn = preFilter && ( seed || !selector ) ?
+				condense( elems, preMap, preFilter, context, xml ) :
+				elems,
+
+			matcherOut = matcher ?
+
+				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
+				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
+
+					// ...intermediate processing is necessary
+					[] :
+
+					// ...otherwise use results directly
+					results :
+				matcherIn;
+
+		// Find primary matches
+		if ( matcher ) {
+			matcher( matcherIn, matcherOut, context, xml );
+		}
+
+		// Apply postFilter
+		if ( postFilter ) {
+			temp = condense( matcherOut, postMap );
+			postFilter( temp, [], context, xml );
+
+			// Un-match failing elements by moving them back to matcherIn
+			i = temp.length;
+			while ( i-- ) {
+				if ( ( elem = temp[ i ] ) ) {
+					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
+				}
+			}
+		}
+
+		if ( seed ) {
+			if ( postFinder || preFilter ) {
+				if ( postFinder ) {
+
+					// Get the final matcherOut by condensing this intermediate into postFinder contexts
+					temp = [];
+					i = matcherOut.length;
+					while ( i-- ) {
+						if ( ( elem = matcherOut[ i ] ) ) {
+
+							// Restore matcherIn since elem is not yet a final match
+							temp.push( ( matcherIn[ i ] = elem ) );
+						}
+					}
+					postFinder( null, ( matcherOut = [] ), temp, xml );
+				}
+
+				// Move matched elements from seed to results to keep them synchronized
+				i = matcherOut.length;
+				while ( i-- ) {
+					if ( ( elem = matcherOut[ i ] ) &&
+						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
+
+						seed[ temp ] = !( results[ temp ] = elem );
+					}
+				}
+			}
+
+		// Add elements to results, through postFinder if defined
+		} else {
+			matcherOut = condense(
+				matcherOut === results ?
+					matcherOut.splice( preexisting, matcherOut.length ) :
+					matcherOut
+			);
+			if ( postFinder ) {
+				postFinder( null, results, matcherOut, xml );
+			} else {
+				push.apply( results, matcherOut );
+			}
+		}
+	} );
+}
+
+function matcherFromTokens( tokens ) {
+	var checkContext, matcher, j,
+		len = tokens.length,
+		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
+		implicitRelative = leadingRelative || Expr.relative[ " " ],
+		i = leadingRelative ? 1 : 0,
+
+		// The foundational matcher ensures that elements are reachable from top-level context(s)
+		matchContext = addCombinator( function( elem ) {
+			return elem === checkContext;
+		}, implicitRelative, true ),
+		matchAnyContext = addCombinator( function( elem ) {
+			return indexOf( checkContext, elem ) > -1;
+		}, implicitRelative, true ),
+		matchers = [ function( elem, context, xml ) {
+			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
+				( checkContext = context ).nodeType ?
+					matchContext( elem, context, xml ) :
+					matchAnyContext( elem, context, xml ) );
+
+			// Avoid hanging onto element (issue #299)
+			checkContext = null;
+			return ret;
+		} ];
+
+	for ( ; i < len; i++ ) {
+		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
+			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
+		} else {
+			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
+
+			// Return special upon seeing a positional matcher
+			if ( matcher[ expando ] ) {
+
+				// Find the next relative operator (if any) for proper handling
+				j = ++i;
+				for ( ; j < len; j++ ) {
+					if ( Expr.relative[ tokens[ j ].type ] ) {
+						break;
+					}
+				}
+				return setMatcher(
+					i > 1 && elementMatcher( matchers ),
+					i > 1 && toSelector(
+
+					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+					tokens
+						.slice( 0, i - 1 )
+						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
+					).replace( rtrim, "$1" ),
+					matcher,
+					i < j && matcherFromTokens( tokens.slice( i, j ) ),
+					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
+					j < len && toSelector( tokens )
+				);
+			}
+			matchers.push( matcher );
+		}
+	}
+
+	return elementMatcher( matchers );
+}
+
+function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
+	var bySet = setMatchers.length > 0,
+		byElement = elementMatchers.length > 0,
+		superMatcher = function( seed, context, xml, results, outermost ) {
+			var elem, j, matcher,
+				matchedCount = 0,
+				i = "0",
+				unmatched = seed && [],
+				setMatched = [],
+				contextBackup = outermostContext,
+
+				// We must always have either seed elements or outermost context
+				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
+
+				// Use integer dirruns iff this is the outermost matcher
+				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
+				len = elems.length;
+
+			if ( outermost ) {
+
+				// Support: IE 11+, Edge 17 - 18+
+				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+				// two documents; shallow comparisons work.
+				// eslint-disable-next-line eqeqeq
+				outermostContext = context == document || context || outermost;
+			}
+
+			// Add elements passing elementMatchers directly to results
+			// Support: IE<9, Safari
+			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
+			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
+				if ( byElement && elem ) {
+					j = 0;
+
+					// Support: IE 11+, Edge 17 - 18+
+					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+					// two documents; shallow comparisons work.
+					// eslint-disable-next-line eqeqeq
+					if ( !context && elem.ownerDocument != document ) {
+						setDocument( elem );
+						xml = !documentIsHTML;
+					}
+					while ( ( matcher = elementMatchers[ j++ ] ) ) {
+						if ( matcher( elem, context || document, xml ) ) {
+							results.push( elem );
+							break;
+						}
+					}
+					if ( outermost ) {
+						dirruns = dirrunsUnique;
+					}
+				}
+
+				// Track unmatched elements for set filters
+				if ( bySet ) {
+
+					// They will have gone through all possible matchers
+					if ( ( elem = !matcher && elem ) ) {
+						matchedCount--;
+					}
+
+					// Lengthen the array for every element, matched or not
+					if ( seed ) {
+						unmatched.push( elem );
+					}
+				}
+			}
+
+			// `i` is now the count of elements visited above, and adding it to `matchedCount`
+			// makes the latter nonnegative.
+			matchedCount += i;
+
+			// Apply set filters to unmatched elements
+			// NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount`
+			// equals `i`), unless we didn't visit _any_ elements in the above loop because we have
+			// no element matchers and no seed.
+			// Incrementing an initially-string "0" `i` allows `i` to remain a string only in that
+			// case, which will result in a "00" `matchedCount` that differs from `i` but is also
+			// numerically zero.
+			if ( bySet && i !== matchedCount ) {
+				j = 0;
+				while ( ( matcher = setMatchers[ j++ ] ) ) {
+					matcher( unmatched, setMatched, context, xml );
+				}
+
+				if ( seed ) {
+
+					// Reintegrate element matches to eliminate the need for sorting
+					if ( matchedCount > 0 ) {
+						while ( i-- ) {
+							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
+								setMatched[ i ] = pop.call( results );
+							}
+						}
+					}
+
+					// Discard index placeholder values to get only actual matches
+					setMatched = condense( setMatched );
+				}
+
+				// Add matches to results
+				push.apply( results, setMatched );
+
+				// Seedless set matches succeeding multiple successful matchers stipulate sorting
+				if ( outermost && !seed && setMatched.length > 0 &&
+					( matchedCount + setMatchers.length ) > 1 ) {
+
+					Sizzle.uniqueSort( results );
+				}
+			}
+
+			// Override manipulation of globals by nested matchers
+			if ( outermost ) {
+				dirruns = dirrunsUnique;
+				outermostContext = contextBackup;
+			}
+
+			return unmatched;
+		};
+
+	return bySet ?
+		markFunction( superMatcher ) :
+		superMatcher;
+}
+
+compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
+	var i,
+		setMatchers = [],
+		elementMatchers = [],
+		cached = compilerCache[ selector + " " ];
+
+	if ( !cached ) {
+
+		// Generate a function of recursive functions that can be used to check each element
+		if ( !match ) {
+			match = tokenize( selector );
+		}
+		i = match.length;
+		while ( i-- ) {
+			cached = matcherFromTokens( match[ i ] );
+			if ( cached[ expando ] ) {
+				setMatchers.push( cached );
+			} else {
+				elementMatchers.push( cached );
+			}
+		}
+
+		// Cache the compiled function
+		cached = compilerCache(
+			selector,
+			matcherFromGroupMatchers( elementMatchers, setMatchers )
+		);
+
+		// Save selector and tokenization
+		cached.selector = selector;
+	}
+	return cached;
+};
+
+/**
+ * A low-level selection function that works with Sizzle's compiled
+ *  selector functions
+ * @param {String|Function} selector A selector or a pre-compiled
+ *  selector function built with Sizzle.compile
+ * @param {Element} context
+ * @param {Array} [results]
+ * @param {Array} [seed] A set of elements to match against
+ */
+select = Sizzle.select = function( selector, context, results, seed ) {
+	var i, tokens, token, type, find,
+		compiled = typeof selector === "function" && selector,
+		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
+
+	results = results || [];
+
+	// Try to minimize operations if there is only one selector in the list and no seed
+	// (the latter of which guarantees us context)
+	if ( match.length === 1 ) {
+
+		// Reduce context if the leading compound selector is an ID
+		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
+		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
+			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
+
+			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
+				.replace( runescape, funescape ), context ) || [] )[ 0 ];
+			if ( !context ) {
+				return results;
+
+			// Precompiled matchers will still verify ancestry, so step up a level
+			} else if ( compiled ) {
+				context = context.parentNode;
+			}
+
+			selector = selector.slice( tokens.shift().value.length );
+		}
+
+		// Fetch a seed set for right-to-left matching
+		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
+		while ( i-- ) {
+			token = tokens[ i ];
+
+			// Abort if we hit a combinator
+			if ( Expr.relative[ ( type = token.type ) ] ) {
+				break;
+			}
+			if ( ( find = Expr.find[ type ] ) ) {
+
+				// Search, expanding context for leading sibling combinators
+				if ( ( seed = find(
+					token.matches[ 0 ].replace( runescape, funescape ),
+					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
+						context
+				) ) ) {
+
+					// If seed is empty or no tokens remain, we can return early
+					tokens.splice( i, 1 );
+					selector = seed.length && toSelector( tokens );
+					if ( !selector ) {
+						push.apply( results, seed );
+						return results;
+					}
+
+					break;
+				}
+			}
+		}
+	}
+
+	// Compile and execute a filtering function if one is not provided
+	// Provide `match` to avoid retokenization if we modified the selector above
+	( compiled || compile( selector, match ) )(
+		seed,
+		context,
+		!documentIsHTML,
+		results,
+		!context || rsibling.test( selector ) && testContext( context.parentNode ) || context
+	);
+	return results;
+};
+
+// One-time assignments
+
+// Sort stability
+support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
+
+// Support: Chrome 14-35+
+// Always assume duplicates if they aren't passed to the comparison function
+support.detectDuplicates = !!hasDuplicate;
+
+// Initialize against the default document
+setDocument();
+
+// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
+// Detached nodes confoundingly follow *each other*
+support.sortDetached = assert( function( el ) {
+
+	// Should return 1, but returns 4 (following)
+	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
+} );
+
+// Support: IE<8
+// Prevent attribute/property "interpolation"
+// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
+if ( !assert( function( el ) {
+	el.innerHTML = "<a href='#'></a>";
+	return el.firstChild.getAttribute( "href" ) === "#";
+} ) ) {
+	addHandle( "type|href|height|width", function( elem, name, isXML ) {
+		if ( !isXML ) {
+			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
+		}
+	} );
+}
+
+// Support: IE<9
+// Use defaultValue in place of getAttribute("value")
+if ( !support.attributes || !assert( function( el ) {
+	el.innerHTML = "<input/>";
+	el.firstChild.setAttribute( "value", "" );
+	return el.firstChild.getAttribute( "value" ) === "";
+} ) ) {
+	addHandle( "value", function( elem, _name, isXML ) {
+		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
+			return elem.defaultValue;
+		}
+	} );
+}
+
+// Support: IE<9
+// Use getAttributeNode to fetch booleans when getAttribute lies
+if ( !assert( function( el ) {
+	return el.getAttribute( "disabled" ) == null;
+} ) ) {
+	addHandle( booleans, function( elem, name, isXML ) {
+		var val;
+		if ( !isXML ) {
+			return elem[ name ] === true ? name.toLowerCase() :
+				( val = elem.getAttributeNode( name ) ) && val.specified ?
+					val.value :
+					null;
+		}
+	} );
+}
+
+return Sizzle;
+
+} )( window );
+
+
+
+jQuery.find = Sizzle;
+jQuery.expr = Sizzle.selectors;
+
+// Deprecated
+jQuery.expr[ ":" ] = jQuery.expr.pseudos;
+jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort;
+jQuery.text = Sizzle.getText;
+jQuery.isXMLDoc = Sizzle.isXML;
+jQuery.contains = Sizzle.contains;
+jQuery.escapeSelector = Sizzle.escape;
+
+
+
+
+var dir = function( elem, dir, until ) {
+	var matched = [],
+		truncate = until !== undefined;
+
+	while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) {
+		if ( elem.nodeType === 1 ) {
+			if ( truncate && jQuery( elem ).is( until ) ) {
+				break;
+			}
+			matched.push( elem );
+		}
+	}
+	return matched;
+};
+
+
+var siblings = function( n, elem ) {
+	var matched = [];
+
+	for ( ; n; n = n.nextSibling ) {
+		if ( n.nodeType === 1 && n !== elem ) {
+			matched.push( n );
+		}
+	}
+
+	return matched;
+};
+
+
+var rneedsContext = jQuery.expr.match.needsContext;
+
+
+
+function nodeName( elem, name ) {
+
+	return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+
+}
+var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
+
+
+
+// Implement the identical functionality for filter and not
+function winnow( elements, qualifier, not ) {
+	if ( isFunction( qualifier ) ) {
+		return jQuery.grep( elements, function( elem, i ) {
+			return !!qualifier.call( elem, i, elem ) !== not;
+		} );
+	}
+
+	// Single element
+	if ( qualifier.nodeType ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( elem === qualifier ) !== not;
+		} );
+	}
+
+	// Arraylike of elements (jQuery, arguments, Array)
+	if ( typeof qualifier !== "string" ) {
+		return jQuery.grep( elements, function( elem ) {
+			return ( indexOf.call( qualifier, elem ) > -1 ) !== not;
+		} );
+	}
+
+	// Filtered directly for both simple and complex selectors
+	return jQuery.filter( qualifier, elements, not );
+}
+
+jQuery.filter = function( expr, elems, not ) {
+	var elem = elems[ 0 ];
+
+	if ( not ) {
+		expr = ":not(" + expr + ")";
+	}
+
+	if ( elems.length === 1 && elem.nodeType === 1 ) {
+		return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [];
+	}
+
+	return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
+		return elem.nodeType === 1;
+	} ) );
+};
+
+jQuery.fn.extend( {
+	find: function( selector ) {
+		var i, ret,
+			len = this.length,
+			self = this;
+
+		if ( typeof selector !== "string" ) {
+			return this.pushStack( jQuery( selector ).filter( function() {
+				for ( i = 0; i < len; i++ ) {
+					if ( jQuery.contains( self[ i ], this ) ) {
+						return true;
+					}
+				}
+			} ) );
+		}
+
+		ret = this.pushStack( [] );
+
+		for ( i = 0; i < len; i++ ) {
+			jQuery.find( selector, self[ i ], ret );
+		}
+
+		return len > 1 ? jQuery.uniqueSort( ret ) : ret;
+	},
+	filter: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], false ) );
+	},
+	not: function( selector ) {
+		return this.pushStack( winnow( this, selector || [], true ) );
+	},
+	is: function( selector ) {
+		return !!winnow(
+			this,
+
+			// If this is a positional/relative selector, check membership in the returned set
+			// so $("p:first").is("p:last") won't return true for a doc with two "p".
+			typeof selector === "string" && rneedsContext.test( selector ) ?
+				jQuery( selector ) :
+				selector || [],
+			false
+		).length;
+	}
+} );
+
+
+// Initialize a jQuery object
+
+
+// A central reference to the root jQuery(document)
+var rootjQuery,
+
+	// A simple way to check for HTML strings
+	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
+	// Strict HTML recognition (#11290: must start with <)
+	// Shortcut simple #id case for speed
+	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/,
+
+	init = jQuery.fn.init = function( selector, context, root ) {
+		var match, elem;
+
+		// HANDLE: $(""), $(null), $(undefined), $(false)
+		if ( !selector ) {
+			return this;
+		}
+
+		// Method init() accepts an alternate rootjQuery
+		// so migrate can support jQuery.sub (gh-2101)
+		root = root || rootjQuery;
+
+		// Handle HTML strings
+		if ( typeof selector === "string" ) {
+			if ( selector[ 0 ] === "<" &&
+				selector[ selector.length - 1 ] === ">" &&
+				selector.length >= 3 ) {
+
+				// Assume that strings that start and end with <> are HTML and skip the regex check
+				match = [ null, selector, null ];
+
+			} else {
+				match = rquickExpr.exec( selector );
+			}
+
+			// Match html or make sure no context is specified for #id
+			if ( match && ( match[ 1 ] || !context ) ) {
+
+				// HANDLE: $(html) -> $(array)
+				if ( match[ 1 ] ) {
+					context = context instanceof jQuery ? context[ 0 ] : context;
+
+					// Option to run scripts is true for back-compat
+					// Intentionally let the error be thrown if parseHTML is not present
+					jQuery.merge( this, jQuery.parseHTML(
+						match[ 1 ],
+						context && context.nodeType ? context.ownerDocument || context : document,
+						true
+					) );
+
+					// HANDLE: $(html, props)
+					if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) {
+						for ( match in context ) {
+
+							// Properties of context are called as methods if possible
+							if ( isFunction( this[ match ] ) ) {
+								this[ match ]( context[ match ] );
+
+							// ...and otherwise set as attributes
+							} else {
+								this.attr( match, context[ match ] );
+							}
+						}
+					}
+
+					return this;
+
+				// HANDLE: $(#id)
+				} else {
+					elem = document.getElementById( match[ 2 ] );
+
+					if ( elem ) {
+
+						// Inject the element directly into the jQuery object
+						this[ 0 ] = elem;
+						this.length = 1;
+					}
+					return this;
+				}
+
+			// HANDLE: $(expr, $(...))
+			} else if ( !context || context.jquery ) {
+				return ( context || root ).find( selector );
+
+			// HANDLE: $(expr, context)
+			// (which is just equivalent to: $(context).find(expr)
+			} else {
+				return this.constructor( context ).find( selector );
+			}
+
+		// HANDLE: $(DOMElement)
+		} else if ( selector.nodeType ) {
+			this[ 0 ] = selector;
+			this.length = 1;
+			return this;
+
+		// HANDLE: $(function)
+		// Shortcut for document ready
+		} else if ( isFunction( selector ) ) {
+			return root.ready !== undefined ?
+				root.ready( selector ) :
+
+				// Execute immediately if ready is not present
+				selector( jQuery );
+		}
+
+		return jQuery.makeArray( selector, this );
+	};
+
+// Give the init function the jQuery prototype for later instantiation
+init.prototype = jQuery.fn;
+
+// Initialize central reference
+rootjQuery = jQuery( document );
+
+
+var rparentsprev = /^(?:parents|prev(?:Until|All))/,
+
+	// Methods guaranteed to produce a unique set when starting from a unique set
+	guaranteedUnique = {
+		children: true,
+		contents: true,
+		next: true,
+		prev: true
+	};
+
+jQuery.fn.extend( {
+	has: function( target ) {
+		var targets = jQuery( target, this ),
+			l = targets.length;
+
+		return this.filter( function() {
+			var i = 0;
+			for ( ; i < l; i++ ) {
+				if ( jQuery.contains( this, targets[ i ] ) ) {
+					return true;
+				}
+			}
+		} );
+	},
+
+	closest: function( selectors, context ) {
+		var cur,
+			i = 0,
+			l = this.length,
+			matched = [],
+			targets = typeof selectors !== "string" && jQuery( selectors );
+
+		// Positional selectors never match, since there's no _selection_ context
+		if ( !rneedsContext.test( selectors ) ) {
+			for ( ; i < l; i++ ) {
+				for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) {
+
+					// Always skip document fragments
+					if ( cur.nodeType < 11 && ( targets ?
+						targets.index( cur ) > -1 :
+
+						// Don't pass non-elements to Sizzle
+						cur.nodeType === 1 &&
+							jQuery.find.matchesSelector( cur, selectors ) ) ) {
+
+						matched.push( cur );
+						break;
+					}
+				}
+			}
+		}
+
+		return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched );
+	},
+
+	// Determine the position of an element within the set
+	index: function( elem ) {
+
+		// No argument, return index in parent
+		if ( !elem ) {
+			return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1;
+		}
+
+		// Index in selector
+		if ( typeof elem === "string" ) {
+			return indexOf.call( jQuery( elem ), this[ 0 ] );
+		}
+
+		// Locate the position of the desired element
+		return indexOf.call( this,
+
+			// If it receives a jQuery object, the first element is used
+			elem.jquery ? elem[ 0 ] : elem
+		);
+	},
+
+	add: function( selector, context ) {
+		return this.pushStack(
+			jQuery.uniqueSort(
+				jQuery.merge( this.get(), jQuery( selector, context ) )
+			)
+		);
+	},
+
+	addBack: function( selector ) {
+		return this.add( selector == null ?
+			this.prevObject : this.prevObject.filter( selector )
+		);
+	}
+} );
+
+function sibling( cur, dir ) {
+	while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {}
+	return cur;
+}
+
+jQuery.each( {
+	parent: function( elem ) {
+		var parent = elem.parentNode;
+		return parent && parent.nodeType !== 11 ? parent : null;
+	},
+	parents: function( elem ) {
+		return dir( elem, "parentNode" );
+	},
+	parentsUntil: function( elem, _i, until ) {
+		return dir( elem, "parentNode", until );
+	},
+	next: function( elem ) {
+		return sibling( elem, "nextSibling" );
+	},
+	prev: function( elem ) {
+		return sibling( elem, "previousSibling" );
+	},
+	nextAll: function( elem ) {
+		return dir( elem, "nextSibling" );
+	},
+	prevAll: function( elem ) {
+		return dir( elem, "previousSibling" );
+	},
+	nextUntil: function( elem, _i, until ) {
+		return dir( elem, "nextSibling", until );
+	},
+	prevUntil: function( elem, _i, until ) {
+		return dir( elem, "previousSibling", until );
+	},
+	siblings: function( elem ) {
+		return siblings( ( elem.parentNode || {} ).firstChild, elem );
+	},
+	children: function( elem ) {
+		return siblings( elem.firstChild );
+	},
+	contents: function( elem ) {
+		if ( elem.contentDocument != null &&
+
+			// Support: IE 11+
+			// <object> elements with no `data` attribute has an object
+			// `contentDocument` with a `null` prototype.
+			getProto( elem.contentDocument ) ) {
+
+			return elem.contentDocument;
+		}
+
+		// Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only
+		// Treat the template element as a regular one in browsers that
+		// don't support it.
+		if ( nodeName( elem, "template" ) ) {
+			elem = elem.content || elem;
+		}
+
+		return jQuery.merge( [], elem.childNodes );
+	}
+}, function( name, fn ) {
+	jQuery.fn[ name ] = function( until, selector ) {
+		var matched = jQuery.map( this, fn, until );
+
+		if ( name.slice( -5 ) !== "Until" ) {
+			selector = until;
+		}
+
+		if ( selector && typeof selector === "string" ) {
+			matched = jQuery.filter( selector, matched );
+		}
+
+		if ( this.length > 1 ) {
+
+			// Remove duplicates
+			if ( !guaranteedUnique[ name ] ) {
+				jQuery.uniqueSort( matched );
+			}
+
+			// Reverse order for parents* and prev-derivatives
+			if ( rparentsprev.test( name ) ) {
+				matched.reverse();
+			}
+		}
+
+		return this.pushStack( matched );
+	};
+} );
+var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g );
+
+
+
+// Convert String-formatted options into Object-formatted ones
+function createOptions( options ) {
+	var object = {};
+	jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) {
+		object[ flag ] = true;
+	} );
+	return object;
+}
+
+/*
+ * Create a callback list using the following parameters:
+ *
+ *	options: an optional list of space-separated options that will change how
+ *			the callback list behaves or a more traditional option object
+ *
+ * By default a callback list will act like an event callback list and can be
+ * "fired" multiple times.
+ *
+ * Possible options:
+ *
+ *	once:			will ensure the callback list can only be fired once (like a Deferred)
+ *
+ *	memory:			will keep track of previous values and will call any callback added
+ *					after the list has been fired right away with the latest "memorized"
+ *					values (like a Deferred)
+ *
+ *	unique:			will ensure a callback can only be added once (no duplicate in the list)
+ *
+ *	stopOnFalse:	interrupt callings when a callback returns false
+ *
+ */
+jQuery.Callbacks = function( options ) {
+
+	// Convert options from String-formatted to Object-formatted if needed
+	// (we check in cache first)
+	options = typeof options === "string" ?
+		createOptions( options ) :
+		jQuery.extend( {}, options );
+
+	var // Flag to know if list is currently firing
+		firing,
+
+		// Last fire value for non-forgettable lists
+		memory,
+
+		// Flag to know if list was already fired
+		fired,
+
+		// Flag to prevent firing
+		locked,
+
+		// Actual callback list
+		list = [],
+
+		// Queue of execution data for repeatable lists
+		queue = [],
+
+		// Index of currently firing callback (modified by add/remove as needed)
+		firingIndex = -1,
+
+		// Fire callbacks
+		fire = function() {
+
+			// Enforce single-firing
+			locked = locked || options.once;
+
+			// Execute callbacks for all pending executions,
+			// respecting firingIndex overrides and runtime changes
+			fired = firing = true;
+			for ( ; queue.length; firingIndex = -1 ) {
+				memory = queue.shift();
+				while ( ++firingIndex < list.length ) {
+
+					// Run callback and check for early termination
+					if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false &&
+						options.stopOnFalse ) {
+
+						// Jump to end and forget the data so .add doesn't re-fire
+						firingIndex = list.length;
+						memory = false;
+					}
+				}
+			}
+
+			// Forget the data if we're done with it
+			if ( !options.memory ) {
+				memory = false;
+			}
+
+			firing = false;
+
+			// Clean up if we're done firing for good
+			if ( locked ) {
+
+				// Keep an empty list if we have data for future add calls
+				if ( memory ) {
+					list = [];
+
+				// Otherwise, this object is spent
+				} else {
+					list = "";
+				}
+			}
+		},
+
+		// Actual Callbacks object
+		self = {
+
+			// Add a callback or a collection of callbacks to the list
+			add: function() {
+				if ( list ) {
+
+					// If we have memory from a past run, we should fire after adding
+					if ( memory && !firing ) {
+						firingIndex = list.length - 1;
+						queue.push( memory );
+					}
+
+					( function add( args ) {
+						jQuery.each( args, function( _, arg ) {
+							if ( isFunction( arg ) ) {
+								if ( !options.unique || !self.has( arg ) ) {
+									list.push( arg );
+								}
+							} else if ( arg && arg.length && toType( arg ) !== "string" ) {
+
+								// Inspect recursively
+								add( arg );
+							}
+						} );
+					} )( arguments );
+
+					if ( memory && !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Remove a callback from the list
+			remove: function() {
+				jQuery.each( arguments, function( _, arg ) {
+					var index;
+					while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
+						list.splice( index, 1 );
+
+						// Handle firing indexes
+						if ( index <= firingIndex ) {
+							firingIndex--;
+						}
+					}
+				} );
+				return this;
+			},
+
+			// Check if a given callback is in the list.
+			// If no argument is given, return whether or not list has callbacks attached.
+			has: function( fn ) {
+				return fn ?
+					jQuery.inArray( fn, list ) > -1 :
+					list.length > 0;
+			},
+
+			// Remove all callbacks from the list
+			empty: function() {
+				if ( list ) {
+					list = [];
+				}
+				return this;
+			},
+
+			// Disable .fire and .add
+			// Abort any current/pending executions
+			// Clear all callbacks and values
+			disable: function() {
+				locked = queue = [];
+				list = memory = "";
+				return this;
+			},
+			disabled: function() {
+				return !list;
+			},
+
+			// Disable .fire
+			// Also disable .add unless we have memory (since it would have no effect)
+			// Abort any pending executions
+			lock: function() {
+				locked = queue = [];
+				if ( !memory && !firing ) {
+					list = memory = "";
+				}
+				return this;
+			},
+			locked: function() {
+				return !!locked;
+			},
+
+			// Call all callbacks with the given context and arguments
+			fireWith: function( context, args ) {
+				if ( !locked ) {
+					args = args || [];
+					args = [ context, args.slice ? args.slice() : args ];
+					queue.push( args );
+					if ( !firing ) {
+						fire();
+					}
+				}
+				return this;
+			},
+
+			// Call all the callbacks with the given arguments
+			fire: function() {
+				self.fireWith( this, arguments );
+				return this;
+			},
+
+			// To know if the callbacks have already been called at least once
+			fired: function() {
+				return !!fired;
+			}
+		};
+
+	return self;
+};
+
+
+function Identity( v ) {
+	return v;
+}
+function Thrower( ex ) {
+	throw ex;
+}
+
+function adoptValue( value, resolve, reject, noValue ) {
+	var method;
+
+	try {
+
+		// Check for promise aspect first to privilege synchronous behavior
+		if ( value && isFunction( ( method = value.promise ) ) ) {
+			method.call( value ).done( resolve ).fail( reject );
+
+		// Other thenables
+		} else if ( value && isFunction( ( method = value.then ) ) ) {
+			method.call( value, resolve, reject );
+
+		// Other non-thenables
+		} else {
+
+			// Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer:
+			// * false: [ value ].slice( 0 ) => resolve( value )
+			// * true: [ value ].slice( 1 ) => resolve()
+			resolve.apply( undefined, [ value ].slice( noValue ) );
+		}
+
+	// For Promises/A+, convert exceptions into rejections
+	// Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in
+	// Deferred#then to conditionally suppress rejection.
+	} catch ( value ) {
+
+		// Support: Android 4.0 only
+		// Strict mode functions invoked without .call/.apply get global-object context
+		reject.apply( undefined, [ value ] );
+	}
+}
+
+jQuery.extend( {
+
+	Deferred: function( func ) {
+		var tuples = [
+
+				// action, add listener, callbacks,
+				// ... .then handlers, argument index, [final state]
+				[ "notify", "progress", jQuery.Callbacks( "memory" ),
+					jQuery.Callbacks( "memory" ), 2 ],
+				[ "resolve", "done", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 0, "resolved" ],
+				[ "reject", "fail", jQuery.Callbacks( "once memory" ),
+					jQuery.Callbacks( "once memory" ), 1, "rejected" ]
+			],
+			state = "pending",
+			promise = {
+				state: function() {
+					return state;
+				},
+				always: function() {
+					deferred.done( arguments ).fail( arguments );
+					return this;
+				},
+				"catch": function( fn ) {
+					return promise.then( null, fn );
+				},
+
+				// Keep pipe for back-compat
+				pipe: function( /* fnDone, fnFail, fnProgress */ ) {
+					var fns = arguments;
+
+					return jQuery.Deferred( function( newDefer ) {
+						jQuery.each( tuples, function( _i, tuple ) {
+
+							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
+							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
+
+							// deferred.progress(function() { bind to newDefer or newDefer.notify })
+							// deferred.done(function() { bind to newDefer or newDefer.resolve })
+							// deferred.fail(function() { bind to newDefer or newDefer.reject })
+							deferred[ tuple[ 1 ] ]( function() {
+								var returned = fn && fn.apply( this, arguments );
+								if ( returned && isFunction( returned.promise ) ) {
+									returned.promise()
+										.progress( newDefer.notify )
+										.done( newDefer.resolve )
+										.fail( newDefer.reject );
+								} else {
+									newDefer[ tuple[ 0 ] + "With" ](
+										this,
+										fn ? [ returned ] : arguments
+									);
+								}
+							} );
+						} );
+						fns = null;
+					} ).promise();
+				},
+				then: function( onFulfilled, onRejected, onProgress ) {
+					var maxDepth = 0;
+					function resolve( depth, deferred, handler, special ) {
+						return function() {
+							var that = this,
+								args = arguments,
+								mightThrow = function() {
+									var returned, then;
+
+									// Support: Promises/A+ section 2.3.3.3.3
+									// https://promisesaplus.com/#point-59
+									// Ignore double-resolution attempts
+									if ( depth < maxDepth ) {
+										return;
+									}
+
+									returned = handler.apply( that, args );
+
+									// Support: Promises/A+ section 2.3.1
+									// https://promisesaplus.com/#point-48
+									if ( returned === deferred.promise() ) {
+										throw new TypeError( "Thenable self-resolution" );
+									}
+
+									// Support: Promises/A+ sections 2.3.3.1, 3.5
+									// https://promisesaplus.com/#point-54
+									// https://promisesaplus.com/#point-75
+									// Retrieve `then` only once
+									then = returned &&
+
+										// Support: Promises/A+ section 2.3.4
+										// https://promisesaplus.com/#point-64
+										// Only check objects and functions for thenability
+										( typeof returned === "object" ||
+											typeof returned === "function" ) &&
+										returned.then;
+
+									// Handle a returned thenable
+									if ( isFunction( then ) ) {
+
+										// Special processors (notify) just wait for resolution
+										if ( special ) {
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special )
+											);
+
+										// Normal processors (resolve) also hook into progress
+										} else {
+
+											// ...and disregard older resolution values
+											maxDepth++;
+
+											then.call(
+												returned,
+												resolve( maxDepth, deferred, Identity, special ),
+												resolve( maxDepth, deferred, Thrower, special ),
+												resolve( maxDepth, deferred, Identity,
+													deferred.notifyWith )
+											);
+										}
+
+									// Handle all other returned values
+									} else {
+
+										// Only substitute handlers pass on context
+										// and multiple values (non-spec behavior)
+										if ( handler !== Identity ) {
+											that = undefined;
+											args = [ returned ];
+										}
+
+										// Process the value(s)
+										// Default process is resolve
+										( special || deferred.resolveWith )( that, args );
+									}
+								},
+
+								// Only normal processors (resolve) catch and reject exceptions
+								process = special ?
+									mightThrow :
+									function() {
+										try {
+											mightThrow();
+										} catch ( e ) {
+
+											if ( jQuery.Deferred.exceptionHook ) {
+												jQuery.Deferred.exceptionHook( e,
+													process.stackTrace );
+											}
+
+											// Support: Promises/A+ section 2.3.3.3.4.1
+											// https://promisesaplus.com/#point-61
+											// Ignore post-resolution exceptions
+											if ( depth + 1 >= maxDepth ) {
+
+												// Only substitute handlers pass on context
+												// and multiple values (non-spec behavior)
+												if ( handler !== Thrower ) {
+													that = undefined;
+													args = [ e ];
+												}
+
+												deferred.rejectWith( that, args );
+											}
+										}
+									};
+
+							// Support: Promises/A+ section 2.3.3.3.1
+							// https://promisesaplus.com/#point-57
+							// Re-resolve promises immediately to dodge false rejection from
+							// subsequent errors
+							if ( depth ) {
+								process();
+							} else {
+
+								// Call an optional hook to record the stack, in case of exception
+								// since it's otherwise lost when execution goes async
+								if ( jQuery.Deferred.getStackHook ) {
+									process.stackTrace = jQuery.Deferred.getStackHook();
+								}
+								window.setTimeout( process );
+							}
+						};
+					}
+
+					return jQuery.Deferred( function( newDefer ) {
+
+						// progress_handlers.add( ... )
+						tuples[ 0 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onProgress ) ?
+									onProgress :
+									Identity,
+								newDefer.notifyWith
+							)
+						);
+
+						// fulfilled_handlers.add( ... )
+						tuples[ 1 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onFulfilled ) ?
+									onFulfilled :
+									Identity
+							)
+						);
+
+						// rejected_handlers.add( ... )
+						tuples[ 2 ][ 3 ].add(
+							resolve(
+								0,
+								newDefer,
+								isFunction( onRejected ) ?
+									onRejected :
+									Thrower
+							)
+						);
+					} ).promise();
+				},
+
+				// Get a promise for this deferred
+				// If obj is provided, the promise aspect is added to the object
+				promise: function( obj ) {
+					return obj != null ? jQuery.extend( obj, promise ) : promise;
+				}
+			},
+			deferred = {};
+
+		// Add list-specific methods
+		jQuery.each( tuples, function( i, tuple ) {
+			var list = tuple[ 2 ],
+				stateString = tuple[ 5 ];
+
+			// promise.progress = list.add
+			// promise.done = list.add
+			// promise.fail = list.add
+			promise[ tuple[ 1 ] ] = list.add;
+
+			// Handle state
+			if ( stateString ) {
+				list.add(
+					function() {
+
+						// state = "resolved" (i.e., fulfilled)
+						// state = "rejected"
+						state = stateString;
+					},
+
+					// rejected_callbacks.disable
+					// fulfilled_callbacks.disable
+					tuples[ 3 - i ][ 2 ].disable,
+
+					// rejected_handlers.disable
+					// fulfilled_handlers.disable
+					tuples[ 3 - i ][ 3 ].disable,
+
+					// progress_callbacks.lock
+					tuples[ 0 ][ 2 ].lock,
+
+					// progress_handlers.lock
+					tuples[ 0 ][ 3 ].lock
+				);
+			}
+
+			// progress_handlers.fire
+			// fulfilled_handlers.fire
+			// rejected_handlers.fire
+			list.add( tuple[ 3 ].fire );
+
+			// deferred.notify = function() { deferred.notifyWith(...) }
+			// deferred.resolve = function() { deferred.resolveWith(...) }
+			// deferred.reject = function() { deferred.rejectWith(...) }
+			deferred[ tuple[ 0 ] ] = function() {
+				deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments );
+				return this;
+			};
+
+			// deferred.notifyWith = list.fireWith
+			// deferred.resolveWith = list.fireWith
+			// deferred.rejectWith = list.fireWith
+			deferred[ tuple[ 0 ] + "With" ] = list.fireWith;
+		} );
+
+		// Make the deferred a promise
+		promise.promise( deferred );
+
+		// Call given func if any
+		if ( func ) {
+			func.call( deferred, deferred );
+		}
+
+		// All done!
+		return deferred;
+	},
+
+	// Deferred helper
+	when: function( singleValue ) {
+		var
+
+			// count of uncompleted subordinates
+			remaining = arguments.length,
+
+			// count of unprocessed arguments
+			i = remaining,
+
+			// subordinate fulfillment data
+			resolveContexts = Array( i ),
+			resolveValues = slice.call( arguments ),
+
+			// the primary Deferred
+			primary = jQuery.Deferred(),
+
+			// subordinate callback factory
+			updateFunc = function( i ) {
+				return function( value ) {
+					resolveContexts[ i ] = this;
+					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
+					if ( !( --remaining ) ) {
+						primary.resolveWith( resolveContexts, resolveValues );
+					}
+				};
+			};
+
+		// Single- and empty arguments are adopted like Promise.resolve
+		if ( remaining <= 1 ) {
+			adoptValue( singleValue, primary.done( updateFunc( i ) ).resolve, primary.reject,
+				!remaining );
+
+			// Use .then() to unwrap secondary thenables (cf. gh-3000)
+			if ( primary.state() === "pending" ||
+				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
+
+				return primary.then();
+			}
+		}
+
+		// Multiple arguments are aggregated like Promise.all array elements
+		while ( i-- ) {
+			adoptValue( resolveValues[ i ], updateFunc( i ), primary.reject );
+		}
+
+		return primary.promise();
+	}
+} );
+
+
+// These usually indicate a programmer mistake during development,
+// warn about them ASAP rather than swallowing them by default.
+var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/;
+
+jQuery.Deferred.exceptionHook = function( error, stack ) {
+
+	// Support: IE 8 - 9 only
+	// Console exists when dev tools are open, which can happen at any time
+	if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) {
+		window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack );
+	}
+};
+
+
+
+
+jQuery.readyException = function( error ) {
+	window.setTimeout( function() {
+		throw error;
+	} );
+};
+
+
+
+
+// The deferred used on DOM ready
+var readyList = jQuery.Deferred();
+
+jQuery.fn.ready = function( fn ) {
+
+	readyList
+		.then( fn )
+
+		// Wrap jQuery.readyException in a function so that the lookup
+		// happens at the time of error handling instead of callback
+		// registration.
+		.catch( function( error ) {
+			jQuery.readyException( error );
+		} );
+
+	return this;
+};
+
+jQuery.extend( {
+
+	// Is the DOM ready to be used? Set to true once it occurs.
+	isReady: false,
+
+	// A counter to track how many items to wait for before
+	// the ready event fires. See #6781
+	readyWait: 1,
+
+	// Handle when the DOM is ready
+	ready: function( wait ) {
+
+		// Abort if there are pending holds or we're already ready
+		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
+			return;
+		}
+
+		// Remember that the DOM is ready
+		jQuery.isReady = true;
+
+		// If a normal DOM Ready event fired, decrement, and wait if need be
+		if ( wait !== true && --jQuery.readyWait > 0 ) {
+			return;
+		}
+
+		// If there are functions bound, to execute
+		readyList.resolveWith( document, [ jQuery ] );
+	}
+} );
+
+jQuery.ready.then = readyList.then;
+
+// The ready event handler and self cleanup method
+function completed() {
+	document.removeEventListener( "DOMContentLoaded", completed );
+	window.removeEventListener( "load", completed );
+	jQuery.ready();
+}
+
+// Catch cases where $(document).ready() is called
+// after the browser event has already occurred.
+// Support: IE <=9 - 10 only
+// Older IE sometimes signals "interactive" too soon
+if ( document.readyState === "complete" ||
+	( document.readyState !== "loading" && !document.documentElement.doScroll ) ) {
+
+	// Handle it asynchronously to allow scripts the opportunity to delay ready
+	window.setTimeout( jQuery.ready );
+
+} else {
+
+	// Use the handy event callback
+	document.addEventListener( "DOMContentLoaded", completed );
+
+	// A fallback to window.onload, that will always work
+	window.addEventListener( "load", completed );
+}
+
+
+
+
+// Multifunctional method to get and set values of a collection
+// The value/s can optionally be executed if it's a function
+var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
+	var i = 0,
+		len = elems.length,
+		bulk = key == null;
+
+	// Sets many values
+	if ( toType( key ) === "object" ) {
+		chainable = true;
+		for ( i in key ) {
+			access( elems, fn, i, key[ i ], true, emptyGet, raw );
+		}
+
+	// Sets one value
+	} else if ( value !== undefined ) {
+		chainable = true;
+
+		if ( !isFunction( value ) ) {
+			raw = true;
+		}
+
+		if ( bulk ) {
+
+			// Bulk operations run against the entire set
+			if ( raw ) {
+				fn.call( elems, value );
+				fn = null;
+
+			// ...except when executing function values
+			} else {
+				bulk = fn;
+				fn = function( elem, _key, value ) {
+					return bulk.call( jQuery( elem ), value );
+				};
+			}
+		}
+
+		if ( fn ) {
+			for ( ; i < len; i++ ) {
+				fn(
+					elems[ i ], key, raw ?
+						value :
+						value.call( elems[ i ], i, fn( elems[ i ], key ) )
+				);
+			}
+		}
+	}
+
+	if ( chainable ) {
+		return elems;
+	}
+
+	// Gets
+	if ( bulk ) {
+		return fn.call( elems );
+	}
+
+	return len ? fn( elems[ 0 ], key ) : emptyGet;
+};
+
+
+// Matches dashed string for camelizing
+var rmsPrefix = /^-ms-/,
+	rdashAlpha = /-([a-z])/g;
+
+// Used by camelCase as callback to replace()
+function fcamelCase( _all, letter ) {
+	return letter.toUpperCase();
+}
+
+// Convert dashed to camelCase; used by the css and data modules
+// Support: IE <=9 - 11, Edge 12 - 15
+// Microsoft forgot to hump their vendor prefix (#9572)
+function camelCase( string ) {
+	return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
+}
+var acceptData = function( owner ) {
+
+	// Accepts only:
+	//  - Node
+	//    - Node.ELEMENT_NODE
+	//    - Node.DOCUMENT_NODE
+	//  - Object
+	//    - Any
+	return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType );
+};
+
+
+
+
+function Data() {
+	this.expando = jQuery.expando + Data.uid++;
+}
+
+Data.uid = 1;
+
+Data.prototype = {
+
+	cache: function( owner ) {
+
+		// Check if the owner object already has a cache
+		var value = owner[ this.expando ];
+
+		// If not, create one
+		if ( !value ) {
+			value = {};
+
+			// We can accept data for non-element nodes in modern browsers,
+			// but we should not, see #8335.
+			// Always return an empty object.
+			if ( acceptData( owner ) ) {
+
+				// If it is a node unlikely to be stringify-ed or looped over
+				// use plain assignment
+				if ( owner.nodeType ) {
+					owner[ this.expando ] = value;
+
+				// Otherwise secure it in a non-enumerable property
+				// configurable must be true to allow the property to be
+				// deleted when data is removed
+				} else {
+					Object.defineProperty( owner, this.expando, {
+						value: value,
+						configurable: true
+					} );
+				}
+			}
+		}
+
+		return value;
+	},
+	set: function( owner, data, value ) {
+		var prop,
+			cache = this.cache( owner );
+
+		// Handle: [ owner, key, value ] args
+		// Always use camelCase key (gh-2257)
+		if ( typeof data === "string" ) {
+			cache[ camelCase( data ) ] = value;
+
+		// Handle: [ owner, { properties } ] args
+		} else {
+
+			// Copy the properties one-by-one to the cache object
+			for ( prop in data ) {
+				cache[ camelCase( prop ) ] = data[ prop ];
+			}
+		}
+		return cache;
+	},
+	get: function( owner, key ) {
+		return key === undefined ?
+			this.cache( owner ) :
+
+			// Always use camelCase key (gh-2257)
+			owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ];
+	},
+	access: function( owner, key, value ) {
+
+		// In cases where either:
+		//
+		//   1. No key was specified
+		//   2. A string key was specified, but no value provided
+		//
+		// Take the "read" path and allow the get method to determine
+		// which value to return, respectively either:
+		//
+		//   1. The entire cache object
+		//   2. The data stored at the key
+		//
+		if ( key === undefined ||
+				( ( key && typeof key === "string" ) && value === undefined ) ) {
+
+			return this.get( owner, key );
+		}
+
+		// When the key is not a string, or both a key and value
+		// are specified, set or extend (existing objects) with either:
+		//
+		//   1. An object of properties
+		//   2. A key and value
+		//
+		this.set( owner, key, value );
+
+		// Since the "set" path can have two possible entry points
+		// return the expected data based on which path was taken[*]
+		return value !== undefined ? value : key;
+	},
+	remove: function( owner, key ) {
+		var i,
+			cache = owner[ this.expando ];
+
+		if ( cache === undefined ) {
+			return;
+		}
+
+		if ( key !== undefined ) {
+
+			// Support array or space separated string of keys
+			if ( Array.isArray( key ) ) {
+
+				// If key is an array of keys...
+				// We always set camelCase keys, so remove that.
+				key = key.map( camelCase );
+			} else {
+				key = camelCase( key );
+
+				// If a key with the spaces exists, use it.
+				// Otherwise, create an array by matching non-whitespace
+				key = key in cache ?
+					[ key ] :
+					( key.match( rnothtmlwhite ) || [] );
+			}
+
+			i = key.length;
+
+			while ( i-- ) {
+				delete cache[ key[ i ] ];
+			}
+		}
+
+		// Remove the expando if there's no more data
+		if ( key === undefined || jQuery.isEmptyObject( cache ) ) {
+
+			// Support: Chrome <=35 - 45
+			// Webkit & Blink performance suffers when deleting properties
+			// from DOM nodes, so set to undefined instead
+			// https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted)
+			if ( owner.nodeType ) {
+				owner[ this.expando ] = undefined;
+			} else {
+				delete owner[ this.expando ];
+			}
+		}
+	},
+	hasData: function( owner ) {
+		var cache = owner[ this.expando ];
+		return cache !== undefined && !jQuery.isEmptyObject( cache );
+	}
+};
+var dataPriv = new Data();
+
+var dataUser = new Data();
+
+
+
+//	Implementation Summary
+//
+//	1. Enforce API surface and semantic compatibility with 1.9.x branch
+//	2. Improve the module's maintainability by reducing the storage
+//		paths to a single mechanism.
+//	3. Use the same single mechanism to support "private" and "user" data.
+//	4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData)
+//	5. Avoid exposing implementation details on user objects (eg. expando properties)
+//	6. Provide a clear path for implementation upgrade to WeakMap in 2014
+
+var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
+	rmultiDash = /[A-Z]/g;
+
+function getData( data ) {
+	if ( data === "true" ) {
+		return true;
+	}
+
+	if ( data === "false" ) {
+		return false;
+	}
+
+	if ( data === "null" ) {
+		return null;
+	}
+
+	// Only convert to a number if it doesn't change the string
+	if ( data === +data + "" ) {
+		return +data;
+	}
+
+	if ( rbrace.test( data ) ) {
+		return JSON.parse( data );
+	}
+
+	return data;
+}
+
+function dataAttr( elem, key, data ) {
+	var name;
+
+	// If nothing was found internally, try to fetch any
+	// data from the HTML5 data-* attribute
+	if ( data === undefined && elem.nodeType === 1 ) {
+		name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase();
+		data = elem.getAttribute( name );
+
+		if ( typeof data === "string" ) {
+			try {
+				data = getData( data );
+			} catch ( e ) {}
+
+			// Make sure we set the data so it isn't changed later
+			dataUser.set( elem, key, data );
+		} else {
+			data = undefined;
+		}
+	}
+	return data;
+}
+
+jQuery.extend( {
+	hasData: function( elem ) {
+		return dataUser.hasData( elem ) || dataPriv.hasData( elem );
+	},
+
+	data: function( elem, name, data ) {
+		return dataUser.access( elem, name, data );
+	},
+
+	removeData: function( elem, name ) {
+		dataUser.remove( elem, name );
+	},
+
+	// TODO: Now that all calls to _data and _removeData have been replaced
+	// with direct calls to dataPriv methods, these can be deprecated.
+	_data: function( elem, name, data ) {
+		return dataPriv.access( elem, name, data );
+	},
+
+	_removeData: function( elem, name ) {
+		dataPriv.remove( elem, name );
+	}
+} );
+
+jQuery.fn.extend( {
+	data: function( key, value ) {
+		var i, name, data,
+			elem = this[ 0 ],
+			attrs = elem && elem.attributes;
+
+		// Gets all values
+		if ( key === undefined ) {
+			if ( this.length ) {
+				data = dataUser.get( elem );
+
+				if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) {
+					i = attrs.length;
+					while ( i-- ) {
+
+						// Support: IE 11 only
+						// The attrs elements can be null (#14894)
+						if ( attrs[ i ] ) {
+							name = attrs[ i ].name;
+							if ( name.indexOf( "data-" ) === 0 ) {
+								name = camelCase( name.slice( 5 ) );
+								dataAttr( elem, name, data[ name ] );
+							}
+						}
+					}
+					dataPriv.set( elem, "hasDataAttrs", true );
+				}
+			}
+
+			return data;
+		}
+
+		// Sets multiple values
+		if ( typeof key === "object" ) {
+			return this.each( function() {
+				dataUser.set( this, key );
+			} );
+		}
+
+		return access( this, function( value ) {
+			var data;
+
+			// The calling jQuery object (element matches) is not empty
+			// (and therefore has an element appears at this[ 0 ]) and the
+			// `value` parameter was not undefined. An empty jQuery object
+			// will result in `undefined` for elem = this[ 0 ] which will
+			// throw an exception if an attempt to read a data cache is made.
+			if ( elem && value === undefined ) {
+
+				// Attempt to get data from the cache
+				// The key will always be camelCased in Data
+				data = dataUser.get( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// Attempt to "discover" the data in
+				// HTML5 custom data-* attrs
+				data = dataAttr( elem, key );
+				if ( data !== undefined ) {
+					return data;
+				}
+
+				// We tried really hard, but the data doesn't exist.
+				return;
+			}
+
+			// Set the data...
+			this.each( function() {
+
+				// We always store the camelCased key
+				dataUser.set( this, key, value );
+			} );
+		}, null, value, arguments.length > 1, null, true );
+	},
+
+	removeData: function( key ) {
+		return this.each( function() {
+			dataUser.remove( this, key );
+		} );
+	}
+} );
+
+
+jQuery.extend( {
+	queue: function( elem, type, data ) {
+		var queue;
+
+		if ( elem ) {
+			type = ( type || "fx" ) + "queue";
+			queue = dataPriv.get( elem, type );
+
+			// Speed up dequeue by getting out quickly if this is just a lookup
+			if ( data ) {
+				if ( !queue || Array.isArray( data ) ) {
+					queue = dataPriv.access( elem, type, jQuery.makeArray( data ) );
+				} else {
+					queue.push( data );
+				}
+			}
+			return queue || [];
+		}
+	},
+
+	dequeue: function( elem, type ) {
+		type = type || "fx";
+
+		var queue = jQuery.queue( elem, type ),
+			startLength = queue.length,
+			fn = queue.shift(),
+			hooks = jQuery._queueHooks( elem, type ),
+			next = function() {
+				jQuery.dequeue( elem, type );
+			};
+
+		// If the fx queue is dequeued, always remove the progress sentinel
+		if ( fn === "inprogress" ) {
+			fn = queue.shift();
+			startLength--;
+		}
+
+		if ( fn ) {
+
+			// Add a progress sentinel to prevent the fx queue from being
+			// automatically dequeued
+			if ( type === "fx" ) {
+				queue.unshift( "inprogress" );
+			}
+
+			// Clear up the last queue stop function
+			delete hooks.stop;
+			fn.call( elem, next, hooks );
+		}
+
+		if ( !startLength && hooks ) {
+			hooks.empty.fire();
+		}
+	},
+
+	// Not public - generate a queueHooks object, or return the current one
+	_queueHooks: function( elem, type ) {
+		var key = type + "queueHooks";
+		return dataPriv.get( elem, key ) || dataPriv.access( elem, key, {
+			empty: jQuery.Callbacks( "once memory" ).add( function() {
+				dataPriv.remove( elem, [ type + "queue", key ] );
+			} )
+		} );
+	}
+} );
+
+jQuery.fn.extend( {
+	queue: function( type, data ) {
+		var setter = 2;
+
+		if ( typeof type !== "string" ) {
+			data = type;
+			type = "fx";
+			setter--;
+		}
+
+		if ( arguments.length < setter ) {
+			return jQuery.queue( this[ 0 ], type );
+		}
+
+		return data === undefined ?
+			this :
+			this.each( function() {
+				var queue = jQuery.queue( this, type, data );
+
+				// Ensure a hooks for this queue
+				jQuery._queueHooks( this, type );
+
+				if ( type === "fx" && queue[ 0 ] !== "inprogress" ) {
+					jQuery.dequeue( this, type );
+				}
+			} );
+	},
+	dequeue: function( type ) {
+		return this.each( function() {
+			jQuery.dequeue( this, type );
+		} );
+	},
+	clearQueue: function( type ) {
+		return this.queue( type || "fx", [] );
+	},
+
+	// Get a promise resolved when queues of a certain type
+	// are emptied (fx is the type by default)
+	promise: function( type, obj ) {
+		var tmp,
+			count = 1,
+			defer = jQuery.Deferred(),
+			elements = this,
+			i = this.length,
+			resolve = function() {
+				if ( !( --count ) ) {
+					defer.resolveWith( elements, [ elements ] );
+				}
+			};
+
+		if ( typeof type !== "string" ) {
+			obj = type;
+			type = undefined;
+		}
+		type = type || "fx";
+
+		while ( i-- ) {
+			tmp = dataPriv.get( elements[ i ], type + "queueHooks" );
+			if ( tmp && tmp.empty ) {
+				count++;
+				tmp.empty.add( resolve );
+			}
+		}
+		resolve();
+		return defer.promise( obj );
+	}
+} );
+var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source;
+
+var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" );
+
+
+var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
+
+var documentElement = document.documentElement;
+
+
+
+	var isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem );
+		},
+		composed = { composed: true };
+
+	// Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only
+	// Check attachment across shadow DOM boundaries when possible (gh-3504)
+	// Support: iOS 10.0-10.2 only
+	// Early iOS 10 versions support `attachShadow` but not `getRootNode`,
+	// leading to errors. We need to check for `getRootNode`.
+	if ( documentElement.getRootNode ) {
+		isAttached = function( elem ) {
+			return jQuery.contains( elem.ownerDocument, elem ) ||
+				elem.getRootNode( composed ) === elem.ownerDocument;
+		};
+	}
+var isHiddenWithinTree = function( elem, el ) {
+
+		// isHiddenWithinTree might be called from jQuery#filter function;
+		// in that case, element will be second argument
+		elem = el || elem;
+
+		// Inline style trumps all
+		return elem.style.display === "none" ||
+			elem.style.display === "" &&
+
+			// Otherwise, check computed style
+			// Support: Firefox <=43 - 45
+			// Disconnected elements can have computed display: none, so first confirm that elem is
+			// in the document.
+			isAttached( elem ) &&
+
+			jQuery.css( elem, "display" ) === "none";
+	};
+
+
+
+function adjustCSS( elem, prop, valueParts, tween ) {
+	var adjusted, scale,
+		maxIterations = 20,
+		currentValue = tween ?
+			function() {
+				return tween.cur();
+			} :
+			function() {
+				return jQuery.css( elem, prop, "" );
+			},
+		initial = currentValue(),
+		unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
+
+		// Starting value computation is required for potential unit mismatches
+		initialInUnit = elem.nodeType &&
+			( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) &&
+			rcssNum.exec( jQuery.css( elem, prop ) );
+
+	if ( initialInUnit && initialInUnit[ 3 ] !== unit ) {
+
+		// Support: Firefox <=54
+		// Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144)
+		initial = initial / 2;
+
+		// Trust units reported by jQuery.css
+		unit = unit || initialInUnit[ 3 ];
+
+		// Iteratively approximate from a nonzero starting point
+		initialInUnit = +initial || 1;
+
+		while ( maxIterations-- ) {
+
+			// Evaluate and update our best guess (doubling guesses that zero out).
+			// Finish if the scale equals or crosses 1 (making the old*new product non-positive).
+			jQuery.style( elem, prop, initialInUnit + unit );
+			if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) {
+				maxIterations = 0;
+			}
+			initialInUnit = initialInUnit / scale;
+
+		}
+
+		initialInUnit = initialInUnit * 2;
+		jQuery.style( elem, prop, initialInUnit + unit );
+
+		// Make sure we update the tween properties later on
+		valueParts = valueParts || [];
+	}
+
+	if ( valueParts ) {
+		initialInUnit = +initialInUnit || +initial || 0;
+
+		// Apply relative offset (+=/-=) if specified
+		adjusted = valueParts[ 1 ] ?
+			initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] :
+			+valueParts[ 2 ];
+		if ( tween ) {
+			tween.unit = unit;
+			tween.start = initialInUnit;
+			tween.end = adjusted;
+		}
+	}
+	return adjusted;
+}
+
+
+var defaultDisplayMap = {};
+
+function getDefaultDisplay( elem ) {
+	var temp,
+		doc = elem.ownerDocument,
+		nodeName = elem.nodeName,
+		display = defaultDisplayMap[ nodeName ];
+
+	if ( display ) {
+		return display;
+	}
+
+	temp = doc.body.appendChild( doc.createElement( nodeName ) );
+	display = jQuery.css( temp, "display" );
+
+	temp.parentNode.removeChild( temp );
+
+	if ( display === "none" ) {
+		display = "block";
+	}
+	defaultDisplayMap[ nodeName ] = display;
+
+	return display;
+}
+
+function showHide( elements, show ) {
+	var display, elem,
+		values = [],
+		index = 0,
+		length = elements.length;
+
+	// Determine new display value for elements that need to change
+	for ( ; index < length; index++ ) {
+		elem = elements[ index ];
+		if ( !elem.style ) {
+			continue;
+		}
+
+		display = elem.style.display;
+		if ( show ) {
+
+			// Since we force visibility upon cascade-hidden elements, an immediate (and slow)
+			// check is required in this first loop unless we have a nonempty display value (either
+			// inline or about-to-be-restored)
+			if ( display === "none" ) {
+				values[ index ] = dataPriv.get( elem, "display" ) || null;
+				if ( !values[ index ] ) {
+					elem.style.display = "";
+				}
+			}
+			if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) {
+				values[ index ] = getDefaultDisplay( elem );
+			}
+		} else {
+			if ( display !== "none" ) {
+				values[ index ] = "none";
+
+				// Remember what we're overwriting
+				dataPriv.set( elem, "display", display );
+			}
+		}
+	}
+
+	// Set the display of the elements in a second loop to avoid constant reflow
+	for ( index = 0; index < length; index++ ) {
+		if ( values[ index ] != null ) {
+			elements[ index ].style.display = values[ index ];
+		}
+	}
+
+	return elements;
+}
+
+jQuery.fn.extend( {
+	show: function() {
+		return showHide( this, true );
+	},
+	hide: function() {
+		return showHide( this );
+	},
+	toggle: function( state ) {
+		if ( typeof state === "boolean" ) {
+			return state ? this.show() : this.hide();
+		}
+
+		return this.each( function() {
+			if ( isHiddenWithinTree( this ) ) {
+				jQuery( this ).show();
+			} else {
+				jQuery( this ).hide();
+			}
+		} );
+	}
+} );
+var rcheckableType = ( /^(?:checkbox|radio)$/i );
+
+var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i );
+
+var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
+
+
+
+( function() {
+	var fragment = document.createDocumentFragment(),
+		div = fragment.appendChild( document.createElement( "div" ) ),
+		input = document.createElement( "input" );
+
+	// Support: Android 4.0 - 4.3 only
+	// Check state lost if the name is set (#11217)
+	// Support: Windows Web Apps (WWA)
+	// `name` and `type` must use .setAttribute for WWA (#14901)
+	input.setAttribute( "type", "radio" );
+	input.setAttribute( "checked", "checked" );
+	input.setAttribute( "name", "t" );
+
+	div.appendChild( input );
+
+	// Support: Android <=4.1 only
+	// Older WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE <=11 only
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	div.innerHTML = "<textarea>x</textarea>";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
+
+	// Support: IE <=9 only
+	// IE <=9 replaces <option> tags with their contents when inserted outside of
+	// the select element.
+	div.innerHTML = "<option></option>";
+	support.option = !!div.lastChild;
+} )();
+
+
+// We have to close these tags to support XHTML (#13200)
+var wrapMap = {
+
+	// XHTML parsers do not magically insert elements in the
+	// same way that tag soup parsers do. So we cannot shorten
+	// this by omitting <tbody> or other required elements.
+	thead: [ 1, "<table>", "</table>" ],
+	col: [ 2, "<table><colgroup>", "</colgroup></table>" ],
+	tr: [ 2, "<table><tbody>", "</tbody></table>" ],
+	td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
+
+	_default: [ 0, "", "" ]
+};
+
+wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
+wrapMap.th = wrapMap.td;
+
+// Support: IE <=9 only
+if ( !support.option ) {
+	wrapMap.optgroup = wrapMap.option = [ 1, "<select multiple='multiple'>", "</select>" ];
+}
+
+
+function getAll( context, tag ) {
+
+	// Support: IE <=9 - 11 only
+	// Use typeof to avoid zero-argument method invocation on host objects (#15151)
+	var ret;
+
+	if ( typeof context.getElementsByTagName !== "undefined" ) {
+		ret = context.getElementsByTagName( tag || "*" );
+
+	} else if ( typeof context.querySelectorAll !== "undefined" ) {
+		ret = context.querySelectorAll( tag || "*" );
+
+	} else {
+		ret = [];
+	}
+
+	if ( tag === undefined || tag && nodeName( context, tag ) ) {
+		return jQuery.merge( [ context ], ret );
+	}
+
+	return ret;
+}
+
+
+// Mark scripts as having already been evaluated
+function setGlobalEval( elems, refElements ) {
+	var i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		dataPriv.set(
+			elems[ i ],
+			"globalEval",
+			!refElements || dataPriv.get( refElements[ i ], "globalEval" )
+		);
+	}
+}
+
+
+var rhtml = /<|&#?\w+;/;
+
+function buildFragment( elems, context, scripts, selection, ignored ) {
+	var elem, tmp, tag, wrap, attached, j,
+		fragment = context.createDocumentFragment(),
+		nodes = [],
+		i = 0,
+		l = elems.length;
+
+	for ( ; i < l; i++ ) {
+		elem = elems[ i ];
+
+		if ( elem || elem === 0 ) {
+
+			// Add nodes directly
+			if ( toType( elem ) === "object" ) {
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
+
+			// Convert non-html into a text node
+			} else if ( !rhtml.test( elem ) ) {
+				nodes.push( context.createTextNode( elem ) );
+
+			// Convert html into DOM nodes
+			} else {
+				tmp = tmp || fragment.appendChild( context.createElement( "div" ) );
+
+				// Deserialize a standard representation
+				tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase();
+				wrap = wrapMap[ tag ] || wrapMap._default;
+				tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ];
+
+				// Descend through wrappers to the right content
+				j = wrap[ 0 ];
+				while ( j-- ) {
+					tmp = tmp.lastChild;
+				}
+
+				// Support: Android <=4.0 only, PhantomJS 1 only
+				// push.apply(_, arraylike) throws on ancient WebKit
+				jQuery.merge( nodes, tmp.childNodes );
+
+				// Remember the top-level container
+				tmp = fragment.firstChild;
+
+				// Ensure the created nodes are orphaned (#12392)
+				tmp.textContent = "";
+			}
+		}
+	}
+
+	// Remove wrapper from fragment
+	fragment.textContent = "";
+
+	i = 0;
+	while ( ( elem = nodes[ i++ ] ) ) {
+
+		// Skip elements already in the context collection (trac-4087)
+		if ( selection && jQuery.inArray( elem, selection ) > -1 ) {
+			if ( ignored ) {
+				ignored.push( elem );
+			}
+			continue;
+		}
+
+		attached = isAttached( elem );
+
+		// Append to fragment
+		tmp = getAll( fragment.appendChild( elem ), "script" );
+
+		// Preserve script evaluation history
+		if ( attached ) {
+			setGlobalEval( tmp );
+		}
+
+		// Capture executables
+		if ( scripts ) {
+			j = 0;
+			while ( ( elem = tmp[ j++ ] ) ) {
+				if ( rscriptType.test( elem.type || "" ) ) {
+					scripts.push( elem );
+				}
+			}
+		}
+	}
+
+	return fragment;
+}
+
+
+var rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
+
+function returnTrue() {
+	return true;
+}
+
+function returnFalse() {
+	return false;
+}
+
+// Support: IE <=9 - 11+
+// focus() and blur() are asynchronous, except when they are no-op.
+// So expect focus to be synchronous when the element is already active,
+// and blur to be synchronous when the element is not already active.
+// (focus and blur are always synchronous in other supported browsers,
+// this just defines when we can count on it).
+function expectSync( elem, type ) {
+	return ( elem === safeActiveElement() ) === ( type === "focus" );
+}
+
+// Support: IE <=9 only
+// Accessing document.activeElement can throw unexpectedly
+// https://bugs.jquery.com/ticket/13393
+function safeActiveElement() {
+	try {
+		return document.activeElement;
+	} catch ( err ) { }
+}
+
+function on( elem, types, selector, data, fn, one ) {
+	var origFn, type;
+
+	// Types can be a map of types/handlers
+	if ( typeof types === "object" ) {
+
+		// ( types-Object, selector, data )
+		if ( typeof selector !== "string" ) {
+
+			// ( types-Object, data )
+			data = data || selector;
+			selector = undefined;
+		}
+		for ( type in types ) {
+			on( elem, type, selector, data, types[ type ], one );
+		}
+		return elem;
+	}
+
+	if ( data == null && fn == null ) {
+
+		// ( types, fn )
+		fn = selector;
+		data = selector = undefined;
+	} else if ( fn == null ) {
+		if ( typeof selector === "string" ) {
+
+			// ( types, selector, fn )
+			fn = data;
+			data = undefined;
+		} else {
+
+			// ( types, data, fn )
+			fn = data;
+			data = selector;
+			selector = undefined;
+		}
+	}
+	if ( fn === false ) {
+		fn = returnFalse;
+	} else if ( !fn ) {
+		return elem;
+	}
+
+	if ( one === 1 ) {
+		origFn = fn;
+		fn = function( event ) {
+
+			// Can use an empty set, since event contains the info
+			jQuery().off( event );
+			return origFn.apply( this, arguments );
+		};
+
+		// Use same guid so caller can remove using origFn
+		fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
+	}
+	return elem.each( function() {
+		jQuery.event.add( this, types, fn, data, selector );
+	} );
+}
+
+/*
+ * Helper functions for managing events -- not part of the public interface.
+ * Props to Dean Edwards' addEvent library for many of the ideas.
+ */
+jQuery.event = {
+
+	global: {},
+
+	add: function( elem, types, handler, data, selector ) {
+
+		var handleObjIn, eventHandle, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.get( elem );
+
+		// Only attach events to objects that accept data
+		if ( !acceptData( elem ) ) {
+			return;
+		}
+
+		// Caller can pass in an object of custom data in lieu of the handler
+		if ( handler.handler ) {
+			handleObjIn = handler;
+			handler = handleObjIn.handler;
+			selector = handleObjIn.selector;
+		}
+
+		// Ensure that invalid selectors throw exceptions at attach time
+		// Evaluate against documentElement in case elem is a non-element node (e.g., document)
+		if ( selector ) {
+			jQuery.find.matchesSelector( documentElement, selector );
+		}
+
+		// Make sure that the handler has a unique ID, used to find/remove it later
+		if ( !handler.guid ) {
+			handler.guid = jQuery.guid++;
+		}
+
+		// Init the element's event structure and main handler, if this is the first
+		if ( !( events = elemData.events ) ) {
+			events = elemData.events = Object.create( null );
+		}
+		if ( !( eventHandle = elemData.handle ) ) {
+			eventHandle = elemData.handle = function( e ) {
+
+				// Discard the second event of a jQuery.event.trigger() and
+				// when an event is called after a page has unloaded
+				return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ?
+					jQuery.event.dispatch.apply( elem, arguments ) : undefined;
+			};
+		}
+
+		// Handle multiple events separated by a space
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// There *must* be a type, no attaching namespace-only handlers
+			if ( !type ) {
+				continue;
+			}
+
+			// If event changes its type, use the special event handlers for the changed type
+			special = jQuery.event.special[ type ] || {};
+
+			// If selector defined, determine special event api type, otherwise given type
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+
+			// Update special based on newly reset type
+			special = jQuery.event.special[ type ] || {};
+
+			// handleObj is passed to all event handlers
+			handleObj = jQuery.extend( {
+				type: type,
+				origType: origType,
+				data: data,
+				handler: handler,
+				guid: handler.guid,
+				selector: selector,
+				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
+				namespace: namespaces.join( "." )
+			}, handleObjIn );
+
+			// Init the event handler queue if we're the first
+			if ( !( handlers = events[ type ] ) ) {
+				handlers = events[ type ] = [];
+				handlers.delegateCount = 0;
+
+				// Only use addEventListener if the special events handler returns false
+				if ( !special.setup ||
+					special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
+
+					if ( elem.addEventListener ) {
+						elem.addEventListener( type, eventHandle );
+					}
+				}
+			}
+
+			if ( special.add ) {
+				special.add.call( elem, handleObj );
+
+				if ( !handleObj.handler.guid ) {
+					handleObj.handler.guid = handler.guid;
+				}
+			}
+
+			// Add to the element's handler list, delegates in front
+			if ( selector ) {
+				handlers.splice( handlers.delegateCount++, 0, handleObj );
+			} else {
+				handlers.push( handleObj );
+			}
+
+			// Keep track of which events have ever been used, for event optimization
+			jQuery.event.global[ type ] = true;
+		}
+
+	},
+
+	// Detach an event or set of events from an element
+	remove: function( elem, types, handler, selector, mappedTypes ) {
+
+		var j, origCount, tmp,
+			events, t, handleObj,
+			special, handlers, type, namespaces, origType,
+			elemData = dataPriv.hasData( elem ) && dataPriv.get( elem );
+
+		if ( !elemData || !( events = elemData.events ) ) {
+			return;
+		}
+
+		// Once for each type.namespace in types; type may be omitted
+		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
+		t = types.length;
+		while ( t-- ) {
+			tmp = rtypenamespace.exec( types[ t ] ) || [];
+			type = origType = tmp[ 1 ];
+			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
+
+			// Unbind all events (on this namespace, if provided) for the element
+			if ( !type ) {
+				for ( type in events ) {
+					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
+				}
+				continue;
+			}
+
+			special = jQuery.event.special[ type ] || {};
+			type = ( selector ? special.delegateType : special.bindType ) || type;
+			handlers = events[ type ] || [];
+			tmp = tmp[ 2 ] &&
+				new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" );
+
+			// Remove matching events
+			origCount = j = handlers.length;
+			while ( j-- ) {
+				handleObj = handlers[ j ];
+
+				if ( ( mappedTypes || origType === handleObj.origType ) &&
+					( !handler || handler.guid === handleObj.guid ) &&
+					( !tmp || tmp.test( handleObj.namespace ) ) &&
+					( !selector || selector === handleObj.selector ||
+						selector === "**" && handleObj.selector ) ) {
+					handlers.splice( j, 1 );
+
+					if ( handleObj.selector ) {
+						handlers.delegateCount--;
+					}
+					if ( special.remove ) {
+						special.remove.call( elem, handleObj );
+					}
+				}
+			}
+
+			// Remove generic event handler if we removed something and no more handlers exist
+			// (avoids potential for endless recursion during removal of special event handlers)
+			if ( origCount && !handlers.length ) {
+				if ( !special.teardown ||
+					special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
+
+					jQuery.removeEvent( elem, type, elemData.handle );
+				}
+
+				delete events[ type ];
+			}
+		}
+
+		// Remove data and the expando if it's no longer used
+		if ( jQuery.isEmptyObject( events ) ) {
+			dataPriv.remove( elem, "handle events" );
+		}
+	},
+
+	dispatch: function( nativeEvent ) {
+
+		var i, j, ret, matched, handleObj, handlerQueue,
+			args = new Array( arguments.length ),
+
+			// Make a writable jQuery.Event from the native event object
+			event = jQuery.event.fix( nativeEvent ),
+
+			handlers = (
+				dataPriv.get( this, "events" ) || Object.create( null )
+			)[ event.type ] || [],
+			special = jQuery.event.special[ event.type ] || {};
+
+		// Use the fix-ed jQuery.Event rather than the (read-only) native event
+		args[ 0 ] = event;
+
+		for ( i = 1; i < arguments.length; i++ ) {
+			args[ i ] = arguments[ i ];
+		}
+
+		event.delegateTarget = this;
+
+		// Call the preDispatch hook for the mapped type, and let it bail if desired
+		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
+			return;
+		}
+
+		// Determine handlers
+		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
+
+		// Run delegates first; they may want to stop propagation beneath us
+		i = 0;
+		while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) {
+			event.currentTarget = matched.elem;
+
+			j = 0;
+			while ( ( handleObj = matched.handlers[ j++ ] ) &&
+				!event.isImmediatePropagationStopped() ) {
+
+				// If the event is namespaced, then each handler is only invoked if it is
+				// specially universal or its namespaces are a superset of the event's.
+				if ( !event.rnamespace || handleObj.namespace === false ||
+					event.rnamespace.test( handleObj.namespace ) ) {
+
+					event.handleObj = handleObj;
+					event.data = handleObj.data;
+
+					ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle ||
+						handleObj.handler ).apply( matched.elem, args );
+
+					if ( ret !== undefined ) {
+						if ( ( event.result = ret ) === false ) {
+							event.preventDefault();
+							event.stopPropagation();
+						}
+					}
+				}
+			}
+		}
+
+		// Call the postDispatch hook for the mapped type
+		if ( special.postDispatch ) {
+			special.postDispatch.call( this, event );
+		}
+
+		return event.result;
+	},
+
+	handlers: function( event, handlers ) {
+		var i, handleObj, sel, matchedHandlers, matchedSelectors,
+			handlerQueue = [],
+			delegateCount = handlers.delegateCount,
+			cur = event.target;
+
+		// Find delegate handlers
+		if ( delegateCount &&
+
+			// Support: IE <=9
+			// Black-hole SVG <use> instance trees (trac-13180)
+			cur.nodeType &&
+
+			// Support: Firefox <=42
+			// Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861)
+			// https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click
+			// Support: IE 11 only
+			// ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343)
+			!( event.type === "click" && event.button >= 1 ) ) {
+
+			for ( ; cur !== this; cur = cur.parentNode || this ) {
+
+				// Don't check non-elements (#13208)
+				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
+				if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) {
+					matchedHandlers = [];
+					matchedSelectors = {};
+					for ( i = 0; i < delegateCount; i++ ) {
+						handleObj = handlers[ i ];
+
+						// Don't conflict with Object.prototype properties (#13203)
+						sel = handleObj.selector + " ";
+
+						if ( matchedSelectors[ sel ] === undefined ) {
+							matchedSelectors[ sel ] = handleObj.needsContext ?
+								jQuery( sel, this ).index( cur ) > -1 :
+								jQuery.find( sel, this, null, [ cur ] ).length;
+						}
+						if ( matchedSelectors[ sel ] ) {
+							matchedHandlers.push( handleObj );
+						}
+					}
+					if ( matchedHandlers.length ) {
+						handlerQueue.push( { elem: cur, handlers: matchedHandlers } );
+					}
+				}
+			}
+		}
+
+		// Add the remaining (directly-bound) handlers
+		cur = this;
+		if ( delegateCount < handlers.length ) {
+			handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } );
+		}
+
+		return handlerQueue;
+	},
+
+	addProp: function( name, hook ) {
+		Object.defineProperty( jQuery.Event.prototype, name, {
+			enumerable: true,
+			configurable: true,
+
+			get: isFunction( hook ) ?
+				function() {
+					if ( this.originalEvent ) {
+						return hook( this.originalEvent );
+					}
+				} :
+				function() {
+					if ( this.originalEvent ) {
+						return this.originalEvent[ name ];
+					}
+				},
+
+			set: function( value ) {
+				Object.defineProperty( this, name, {
+					enumerable: true,
+					configurable: true,
+					writable: true,
+					value: value
+				} );
+			}
+		} );
+	},
+
+	fix: function( originalEvent ) {
+		return originalEvent[ jQuery.expando ] ?
+			originalEvent :
+			new jQuery.Event( originalEvent );
+	},
+
+	special: {
+		load: {
+
+			// Prevent triggered image.load events from bubbling to window.load
+			noBubble: true
+		},
+		click: {
+
+			// Utilize native event to ensure correct state for checkable inputs
+			setup: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Claim the first handler
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					// dataPriv.set( el, "click", ... )
+					leverageNative( el, "click", returnTrue );
+				}
+
+				// Return false to allow normal processing in the caller
+				return false;
+			},
+			trigger: function( data ) {
+
+				// For mutual compressibility with _default, replace `this` access with a local var.
+				// `|| data` is dead code meant only to preserve the variable through minification.
+				var el = this || data;
+
+				// Force setup before triggering a click
+				if ( rcheckableType.test( el.type ) &&
+					el.click && nodeName( el, "input" ) ) {
+
+					leverageNative( el, "click" );
+				}
+
+				// Return non-false to allow normal event-path propagation
+				return true;
+			},
+
+			// For cross-browser consistency, suppress native .click() on links
+			// Also prevent it if we're currently inside a leveraged native-event stack
+			_default: function( event ) {
+				var target = event.target;
+				return rcheckableType.test( target.type ) &&
+					target.click && nodeName( target, "input" ) &&
+					dataPriv.get( target, "click" ) ||
+					nodeName( target, "a" );
+			}
+		},
+
+		beforeunload: {
+			postDispatch: function( event ) {
+
+				// Support: Firefox 20+
+				// Firefox doesn't alert if the returnValue field is not set.
+				if ( event.result !== undefined && event.originalEvent ) {
+					event.originalEvent.returnValue = event.result;
+				}
+			}
+		}
+	}
+};
+
+// Ensure the presence of an event listener that handles manually-triggered
+// synthetic events by interrupting progress until reinvoked in response to
+// *native* events that it fires directly, ensuring that state changes have
+// already occurred before other listeners are invoked.
+function leverageNative( el, type, expectSync ) {
+
+	// Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add
+	if ( !expectSync ) {
+		if ( dataPriv.get( el, type ) === undefined ) {
+			jQuery.event.add( el, type, returnTrue );
+		}
+		return;
+	}
+
+	// Register the controller as a special universal handler for all event namespaces
+	dataPriv.set( el, type, false );
+	jQuery.event.add( el, type, {
+		namespace: false,
+		handler: function( event ) {
+			var notAsync, result,
+				saved = dataPriv.get( this, type );
+
+			if ( ( event.isTrigger & 1 ) && this[ type ] ) {
+
+				// Interrupt processing of the outer synthetic .trigger()ed event
+				// Saved data should be false in such cases, but might be a leftover capture object
+				// from an async native handler (gh-4350)
+				if ( !saved.length ) {
+
+					// Store arguments for use when handling the inner native event
+					// There will always be at least one argument (an event object), so this array
+					// will not be confused with a leftover capture object.
+					saved = slice.call( arguments );
+					dataPriv.set( this, type, saved );
+
+					// Trigger the native event and capture its result
+					// Support: IE <=9 - 11+
+					// focus() and blur() are asynchronous
+					notAsync = expectSync( this, type );
+					this[ type ]();
+					result = dataPriv.get( this, type );
+					if ( saved !== result || notAsync ) {
+						dataPriv.set( this, type, false );
+					} else {
+						result = {};
+					}
+					if ( saved !== result ) {
+
+						// Cancel the outer synthetic event
+						event.stopImmediatePropagation();
+						event.preventDefault();
+
+						// Support: Chrome 86+
+						// In Chrome, if an element having a focusout handler is blurred by
+						// clicking outside of it, it invokes the handler synchronously. If
+						// that handler calls `.remove()` on the element, the data is cleared,
+						// leaving `result` undefined. We need to guard against this.
+						return result && result.value;
+					}
+
+				// If this is an inner synthetic event for an event with a bubbling surrogate
+				// (focus or blur), assume that the surrogate already propagated from triggering the
+				// native event and prevent that from happening again here.
+				// This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the
+				// bubbling surrogate propagates *after* the non-bubbling base), but that seems
+				// less bad than duplication.
+				} else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) {
+					event.stopPropagation();
+				}
+
+			// If this is a native event triggered above, everything is now in order
+			// Fire an inner synthetic event with the original arguments
+			} else if ( saved.length ) {
+
+				// ...and capture the result
+				dataPriv.set( this, type, {
+					value: jQuery.event.trigger(
+
+						// Support: IE <=9 - 11+
+						// Extend with the prototype to reset the above stopImmediatePropagation()
+						jQuery.extend( saved[ 0 ], jQuery.Event.prototype ),
+						saved.slice( 1 ),
+						this
+					)
+				} );
+
+				// Abort handling of the native event
+				event.stopImmediatePropagation();
+			}
+		}
+	} );
+}
+
+jQuery.removeEvent = function( elem, type, handle ) {
+
+	// This "if" is needed for plain objects
+	if ( elem.removeEventListener ) {
+		elem.removeEventListener( type, handle );
+	}
+};
+
+jQuery.Event = function( src, props ) {
+
+	// Allow instantiation without the 'new' keyword
+	if ( !( this instanceof jQuery.Event ) ) {
+		return new jQuery.Event( src, props );
+	}
+
+	// Event object
+	if ( src && src.type ) {
+		this.originalEvent = src;
+		this.type = src.type;
+
+		// Events bubbling up the document may have been marked as prevented
+		// by a handler lower down the tree; reflect the correct value.
+		this.isDefaultPrevented = src.defaultPrevented ||
+				src.defaultPrevented === undefined &&
+
+				// Support: Android <=2.3 only
+				src.returnValue === false ?
+			returnTrue :
+			returnFalse;
+
+		// Create target properties
+		// Support: Safari <=6 - 7 only
+		// Target should not be a text node (#504, #13143)
+		this.target = ( src.target && src.target.nodeType === 3 ) ?
+			src.target.parentNode :
+			src.target;
+
+		this.currentTarget = src.currentTarget;
+		this.relatedTarget = src.relatedTarget;
+
+	// Event type
+	} else {
+		this.type = src;
+	}
+
+	// Put explicitly provided properties onto the event object
+	if ( props ) {
+		jQuery.extend( this, props );
+	}
+
+	// Create a timestamp if incoming event doesn't have one
+	this.timeStamp = src && src.timeStamp || Date.now();
+
+	// Mark it as fixed
+	this[ jQuery.expando ] = true;
+};
+
+// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
+// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
+jQuery.Event.prototype = {
+	constructor: jQuery.Event,
+	isDefaultPrevented: returnFalse,
+	isPropagationStopped: returnFalse,
+	isImmediatePropagationStopped: returnFalse,
+	isSimulated: false,
+
+	preventDefault: function() {
+		var e = this.originalEvent;
+
+		this.isDefaultPrevented = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.preventDefault();
+		}
+	},
+	stopPropagation: function() {
+		var e = this.originalEvent;
+
+		this.isPropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopPropagation();
+		}
+	},
+	stopImmediatePropagation: function() {
+		var e = this.originalEvent;
+
+		this.isImmediatePropagationStopped = returnTrue;
+
+		if ( e && !this.isSimulated ) {
+			e.stopImmediatePropagation();
+		}
+
+		this.stopPropagation();
+	}
+};
+
+// Includes all common event props including KeyEvent and MouseEvent specific props
+jQuery.each( {
+	altKey: true,
+	bubbles: true,
+	cancelable: true,
+	changedTouches: true,
+	ctrlKey: true,
+	detail: true,
+	eventPhase: true,
+	metaKey: true,
+	pageX: true,
+	pageY: true,
+	shiftKey: true,
+	view: true,
+	"char": true,
+	code: true,
+	charCode: true,
+	key: true,
+	keyCode: true,
+	button: true,
+	buttons: true,
+	clientX: true,
+	clientY: true,
+	offsetX: true,
+	offsetY: true,
+	pointerId: true,
+	pointerType: true,
+	screenX: true,
+	screenY: true,
+	targetTouches: true,
+	toElement: true,
+	touches: true,
+	which: true
+}, jQuery.event.addProp );
+
+jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
+	jQuery.event.special[ type ] = {
+
+		// Utilize native event if possible so blur/focus sequence is correct
+		setup: function() {
+
+			// Claim the first handler
+			// dataPriv.set( this, "focus", ... )
+			// dataPriv.set( this, "blur", ... )
+			leverageNative( this, type, expectSync );
+
+			// Return false to allow normal processing in the caller
+			return false;
+		},
+		trigger: function() {
+
+			// Force setup before trigger
+			leverageNative( this, type );
+
+			// Return non-false to allow normal event-path propagation
+			return true;
+		},
+
+		// Suppress native focus or blur as it's already being fired
+		// in leverageNative.
+		_default: function() {
+			return true;
+		},
+
+		delegateType: delegateType
+	};
+} );
+
+// Create mouseenter/leave events using mouseover/out and event-time checks
+// so that event delegation works in jQuery.
+// Do the same for pointerenter/pointerleave and pointerover/pointerout
+//
+// Support: Safari 7 only
+// Safari sends mouseenter too often; see:
+// https://bugs.chromium.org/p/chromium/issues/detail?id=470258
+// for the description of the bug (it existed in older Chrome versions as well).
+jQuery.each( {
+	mouseenter: "mouseover",
+	mouseleave: "mouseout",
+	pointerenter: "pointerover",
+	pointerleave: "pointerout"
+}, function( orig, fix ) {
+	jQuery.event.special[ orig ] = {
+		delegateType: fix,
+		bindType: fix,
+
+		handle: function( event ) {
+			var ret,
+				target = this,
+				related = event.relatedTarget,
+				handleObj = event.handleObj;
+
+			// For mouseenter/leave call the handler if related is outside the target.
+			// NB: No relatedTarget if the mouse left/entered the browser window
+			if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) {
+				event.type = handleObj.origType;
+				ret = handleObj.handler.apply( this, arguments );
+				event.type = fix;
+			}
+			return ret;
+		}
+	};
+} );
+
+jQuery.fn.extend( {
+
+	on: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn );
+	},
+	one: function( types, selector, data, fn ) {
+		return on( this, types, selector, data, fn, 1 );
+	},
+	off: function( types, selector, fn ) {
+		var handleObj, type;
+		if ( types && types.preventDefault && types.handleObj ) {
+
+			// ( event )  dispatched jQuery.Event
+			handleObj = types.handleObj;
+			jQuery( types.delegateTarget ).off(
+				handleObj.namespace ?
+					handleObj.origType + "." + handleObj.namespace :
+					handleObj.origType,
+				handleObj.selector,
+				handleObj.handler
+			);
+			return this;
+		}
+		if ( typeof types === "object" ) {
+
+			// ( types-object [, selector] )
+			for ( type in types ) {
+				this.off( type, selector, types[ type ] );
+			}
+			return this;
+		}
+		if ( selector === false || typeof selector === "function" ) {
+
+			// ( types [, fn] )
+			fn = selector;
+			selector = undefined;
+		}
+		if ( fn === false ) {
+			fn = returnFalse;
+		}
+		return this.each( function() {
+			jQuery.event.remove( this, types, fn, selector );
+		} );
+	}
+} );
+
+
+var
+
+	// Support: IE <=10 - 11, Edge 12 - 13 only
+	// In IE/Edge using regex groups here causes severe slowdowns.
+	// See https://connect.microsoft.com/IE/feedback/details/1736512/
+	rnoInnerhtml = /<script|<style|<link/i,
+
+	// checked="checked" or checked
+	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
+	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g;
+
+// Prefer a tbody over its parent table for containing new rows
+function manipulationTarget( elem, content ) {
+	if ( nodeName( elem, "table" ) &&
+		nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) {
+
+		return jQuery( elem ).children( "tbody" )[ 0 ] || elem;
+	}
+
+	return elem;
+}
+
+// Replace/restore the type attribute of script elements for safe DOM manipulation
+function disableScript( elem ) {
+	elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type;
+	return elem;
+}
+function restoreScript( elem ) {
+	if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) {
+		elem.type = elem.type.slice( 5 );
+	} else {
+		elem.removeAttribute( "type" );
+	}
+
+	return elem;
+}
+
+function cloneCopyEvent( src, dest ) {
+	var i, l, type, pdataOld, udataOld, udataCur, events;
+
+	if ( dest.nodeType !== 1 ) {
+		return;
+	}
+
+	// 1. Copy private data: events, handlers, etc.
+	if ( dataPriv.hasData( src ) ) {
+		pdataOld = dataPriv.get( src );
+		events = pdataOld.events;
+
+		if ( events ) {
+			dataPriv.remove( dest, "handle events" );
+
+			for ( type in events ) {
+				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
+					jQuery.event.add( dest, type, events[ type ][ i ] );
+				}
+			}
+		}
+	}
+
+	// 2. Copy user data
+	if ( dataUser.hasData( src ) ) {
+		udataOld = dataUser.access( src );
+		udataCur = jQuery.extend( {}, udataOld );
+
+		dataUser.set( dest, udataCur );
+	}
+}
+
+// Fix IE bugs, see support tests
+function fixInput( src, dest ) {
+	var nodeName = dest.nodeName.toLowerCase();
+
+	// Fails to persist the checked state of a cloned checkbox or radio button.
+	if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
+		dest.checked = src.checked;
+
+	// Fails to return the selected option to the default selected state when cloning options
+	} else if ( nodeName === "input" || nodeName === "textarea" ) {
+		dest.defaultValue = src.defaultValue;
+	}
+}
+
+function domManip( collection, args, callback, ignored ) {
+
+	// Flatten any nested arrays
+	args = flat( args );
+
+	var fragment, first, scripts, hasScripts, node, doc,
+		i = 0,
+		l = collection.length,
+		iNoClone = l - 1,
+		value = args[ 0 ],
+		valueIsFunction = isFunction( value );
+
+	// We can't cloneNode fragments that contain checked, in WebKit
+	if ( valueIsFunction ||
+			( l > 1 && typeof value === "string" &&
+				!support.checkClone && rchecked.test( value ) ) ) {
+		return collection.each( function( index ) {
+			var self = collection.eq( index );
+			if ( valueIsFunction ) {
+				args[ 0 ] = value.call( this, index, self.html() );
+			}
+			domManip( self, args, callback, ignored );
+		} );
+	}
+
+	if ( l ) {
+		fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored );
+		first = fragment.firstChild;
+
+		if ( fragment.childNodes.length === 1 ) {
+			fragment = first;
+		}
+
+		// Require either new content or an interest in ignored elements to invoke the callback
+		if ( first || ignored ) {
+			scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
+			hasScripts = scripts.length;
+
+			// Use the original fragment for the last item
+			// instead of the first because it can end up
+			// being emptied incorrectly in certain situations (#8070).
+			for ( ; i < l; i++ ) {
+				node = fragment;
+
+				if ( i !== iNoClone ) {
+					node = jQuery.clone( node, true, true );
+
+					// Keep references to cloned scripts for later restoration
+					if ( hasScripts ) {
+
+						// Support: Android <=4.0 only, PhantomJS 1 only
+						// push.apply(_, arraylike) throws on ancient WebKit
+						jQuery.merge( scripts, getAll( node, "script" ) );
+					}
+				}
+
+				callback.call( collection[ i ], node, i );
+			}
+
+			if ( hasScripts ) {
+				doc = scripts[ scripts.length - 1 ].ownerDocument;
+
+				// Reenable scripts
+				jQuery.map( scripts, restoreScript );
+
+				// Evaluate executable scripts on first document insertion
+				for ( i = 0; i < hasScripts; i++ ) {
+					node = scripts[ i ];
+					if ( rscriptType.test( node.type || "" ) &&
+						!dataPriv.access( node, "globalEval" ) &&
+						jQuery.contains( doc, node ) ) {
+
+						if ( node.src && ( node.type || "" ).toLowerCase()  !== "module" ) {
+
+							// Optional AJAX dependency, but won't run scripts if not present
+							if ( jQuery._evalUrl && !node.noModule ) {
+								jQuery._evalUrl( node.src, {
+									nonce: node.nonce || node.getAttribute( "nonce" )
+								}, doc );
+							}
+						} else {
+							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return collection;
+}
+
+function remove( elem, selector, keepData ) {
+	var node,
+		nodes = selector ? jQuery.filter( selector, elem ) : elem,
+		i = 0;
+
+	for ( ; ( node = nodes[ i ] ) != null; i++ ) {
+		if ( !keepData && node.nodeType === 1 ) {
+			jQuery.cleanData( getAll( node ) );
+		}
+
+		if ( node.parentNode ) {
+			if ( keepData && isAttached( node ) ) {
+				setGlobalEval( getAll( node, "script" ) );
+			}
+			node.parentNode.removeChild( node );
+		}
+	}
+
+	return elem;
+}
+
+jQuery.extend( {
+	htmlPrefilter: function( html ) {
+		return html;
+	},
+
+	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
+		var i, l, srcElements, destElements,
+			clone = elem.cloneNode( true ),
+			inPage = isAttached( elem );
+
+		// Fix IE cloning issues
+		if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) &&
+				!jQuery.isXMLDoc( elem ) ) {
+
+			// We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2
+			destElements = getAll( clone );
+			srcElements = getAll( elem );
+
+			for ( i = 0, l = srcElements.length; i < l; i++ ) {
+				fixInput( srcElements[ i ], destElements[ i ] );
+			}
+		}
+
+		// Copy the events from the original to the clone
+		if ( dataAndEvents ) {
+			if ( deepDataAndEvents ) {
+				srcElements = srcElements || getAll( elem );
+				destElements = destElements || getAll( clone );
+
+				for ( i = 0, l = srcElements.length; i < l; i++ ) {
+					cloneCopyEvent( srcElements[ i ], destElements[ i ] );
+				}
+			} else {
+				cloneCopyEvent( elem, clone );
+			}
+		}
+
+		// Preserve script evaluation history
+		destElements = getAll( clone, "script" );
+		if ( destElements.length > 0 ) {
+			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
+		}
+
+		// Return the cloned set
+		return clone;
+	},
+
+	cleanData: function( elems ) {
+		var data, elem, type,
+			special = jQuery.event.special,
+			i = 0;
+
+		for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) {
+			if ( acceptData( elem ) ) {
+				if ( ( data = elem[ dataPriv.expando ] ) ) {
+					if ( data.events ) {
+						for ( type in data.events ) {
+							if ( special[ type ] ) {
+								jQuery.event.remove( elem, type );
+
+							// This is a shortcut to avoid jQuery.event.remove's overhead
+							} else {
+								jQuery.removeEvent( elem, type, data.handle );
+							}
+						}
+					}
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataPriv.expando ] = undefined;
+				}
+				if ( elem[ dataUser.expando ] ) {
+
+					// Support: Chrome <=35 - 45+
+					// Assign undefined instead of using delete, see Data#remove
+					elem[ dataUser.expando ] = undefined;
+				}
+			}
+		}
+	}
+} );
+
+jQuery.fn.extend( {
+	detach: function( selector ) {
+		return remove( this, selector, true );
+	},
+
+	remove: function( selector ) {
+		return remove( this, selector );
+	},
+
+	text: function( value ) {
+		return access( this, function( value ) {
+			return value === undefined ?
+				jQuery.text( this ) :
+				this.empty().each( function() {
+					if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+						this.textContent = value;
+					}
+				} );
+		}, null, value, arguments.length );
+	},
+
+	append: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.appendChild( elem );
+			}
+		} );
+	},
+
+	prepend: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
+				var target = manipulationTarget( this, elem );
+				target.insertBefore( elem, target.firstChild );
+			}
+		} );
+	},
+
+	before: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this );
+			}
+		} );
+	},
+
+	after: function() {
+		return domManip( this, arguments, function( elem ) {
+			if ( this.parentNode ) {
+				this.parentNode.insertBefore( elem, this.nextSibling );
+			}
+		} );
+	},
+
+	empty: function() {
+		var elem,
+			i = 0;
+
+		for ( ; ( elem = this[ i ] ) != null; i++ ) {
+			if ( elem.nodeType === 1 ) {
+
+				// Prevent memory leaks
+				jQuery.cleanData( getAll( elem, false ) );
+
+				// Remove any remaining nodes
+				elem.textContent = "";
+			}
+		}
+
+		return this;
+	},
+
+	clone: function( dataAndEvents, deepDataAndEvents ) {
+		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
+		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
+
+		return this.map( function() {
+			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
+		} );
+	},
+
+	html: function( value ) {
+		return access( this, function( value ) {
+			var elem = this[ 0 ] || {},
+				i = 0,
+				l = this.length;
+
+			if ( value === undefined && elem.nodeType === 1 ) {
+				return elem.innerHTML;
+			}
+
+			// See if we can take a shortcut and just use innerHTML
+			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
+				!wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) {
+
+				value = jQuery.htmlPrefilter( value );
+
+				try {
+					for ( ; i < l; i++ ) {
+						elem = this[ i ] || {};
+
+						// Remove element nodes and prevent memory leaks
+						if ( elem.nodeType === 1 ) {
+							jQuery.cleanData( getAll( elem, false ) );
+							elem.innerHTML = value;
+						}
+					}
+
+					elem = 0;
+
+				// If using innerHTML throws an exception, use the fallback method
+				} catch ( e ) {}
+			}
+
+			if ( elem ) {
+				this.empty().append( value );
+			}
+		}, null, value, arguments.length );
+	},
+
+	replaceWith: function() {
+		var ignored = [];
+
+		// Make the changes, replacing each non-ignored context element with the new content
+		return domManip( this, arguments, function( elem ) {
+			var parent = this.parentNode;
+
+			if ( jQuery.inArray( this, ignored ) < 0 ) {
+				jQuery.cleanData( getAll( this ) );
+				if ( parent ) {
+					parent.replaceChild( elem, this );
+				}
+			}
+
+		// Force callback invocation
+		}, ignored );
+	}
+} );
+
+jQuery.each( {
+	appendTo: "append",
+	prependTo: "prepend",
+	insertBefore: "before",
+	insertAfter: "after",
+	replaceAll: "replaceWith"
+}, function( name, original ) {
+	jQuery.fn[ name ] = function( selector ) {
+		var elems,
+			ret = [],
+			insert = jQuery( selector ),
+			last = insert.length - 1,
+			i = 0;
+
+		for ( ; i <= last; i++ ) {
+			elems = i === last ? this : this.clone( true );
+			jQuery( insert[ i ] )[ original ]( elems );
+
+			// Support: Android <=4.0 only, PhantomJS 1 only
+			// .get() because push.apply(_, arraylike) throws on ancient WebKit
+			push.apply( ret, elems.get() );
+		}
+
+		return this.pushStack( ret );
+	};
+} );
+var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
+
+var getStyles = function( elem ) {
+
+		// Support: IE <=11 only, Firefox <=30 (#15098, #14150)
+		// IE throws on elements created in popups
+		// FF meanwhile throws on frame elements through "defaultView.getComputedStyle"
+		var view = elem.ownerDocument.defaultView;
+
+		if ( !view || !view.opener ) {
+			view = window;
+		}
+
+		return view.getComputedStyle( elem );
+	};
+
+var swap = function( elem, options, callback ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.call( elem );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
+var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
+
+
+
+( function() {
+
+	// Executing both pixelPosition & boxSizingReliable tests require only one layout
+	// so they're executed at the same time to save the second computation.
+	function computeStyleTests() {
+
+		// This is a singleton, we need to execute it only once
+		if ( !div ) {
+			return;
+		}
+
+		container.style.cssText = "position:absolute;left:-11111px;width:60px;" +
+			"margin-top:1px;padding:0;border:0";
+		div.style.cssText =
+			"position:relative;display:block;box-sizing:border-box;overflow:scroll;" +
+			"margin:auto;border:1px;padding:1px;" +
+			"width:60%;top:1%";
+		documentElement.appendChild( container ).appendChild( div );
+
+		var divStyle = window.getComputedStyle( div );
+		pixelPositionVal = divStyle.top !== "1%";
+
+		// Support: Android 4.0 - 4.3 only, Firefox <=3 - 44
+		reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12;
+
+		// Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3
+		// Some styles come back with percentage values, even though they shouldn't
+		div.style.right = "60%";
+		pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36;
+
+		// Support: IE 9 - 11 only
+		// Detect misreporting of content dimensions for box-sizing:border-box elements
+		boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36;
+
+		// Support: IE 9 only
+		// Detect overflow:scroll screwiness (gh-3699)
+		// Support: Chrome <=64
+		// Don't get tricked when zoom affects offsetWidth (gh-4029)
+		div.style.position = "absolute";
+		scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12;
+
+		documentElement.removeChild( container );
+
+		// Nullify the div so it wouldn't be stored in the memory and
+		// it will also be a sign that checks already performed
+		div = null;
+	}
+
+	function roundPixelMeasures( measure ) {
+		return Math.round( parseFloat( measure ) );
+	}
+
+	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
+		reliableTrDimensionsVal, reliableMarginLeftVal,
+		container = document.createElement( "div" ),
+		div = document.createElement( "div" );
+
+	// Finish early in limited (non-browser) environments
+	if ( !div.style ) {
+		return;
+	}
+
+	// Support: IE <=9 - 11 only
+	// Style of cloned element affects source element cloned (#8908)
+	div.style.backgroundClip = "content-box";
+	div.cloneNode( true ).style.backgroundClip = "";
+	support.clearCloneStyle = div.style.backgroundClip === "content-box";
+
+	jQuery.extend( support, {
+		boxSizingReliable: function() {
+			computeStyleTests();
+			return boxSizingReliableVal;
+		},
+		pixelBoxStyles: function() {
+			computeStyleTests();
+			return pixelBoxStylesVal;
+		},
+		pixelPosition: function() {
+			computeStyleTests();
+			return pixelPositionVal;
+		},
+		reliableMarginLeft: function() {
+			computeStyleTests();
+			return reliableMarginLeftVal;
+		},
+		scrollboxSize: function() {
+			computeStyleTests();
+			return scrollboxSizeVal;
+		},
+
+		// Support: IE 9 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Behavior in IE 9 is more subtle than in newer versions & it passes
+		// some versions of this test; make sure not to make it pass there!
+		//
+		// Support: Firefox 70+
+		// Only Firefox includes border widths
+		// in computed dimensions. (gh-4529)
+		reliableTrDimensions: function() {
+			var table, tr, trChild, trStyle;
+			if ( reliableTrDimensionsVal == null ) {
+				table = document.createElement( "table" );
+				tr = document.createElement( "tr" );
+				trChild = document.createElement( "div" );
+
+				table.style.cssText = "position:absolute;left:-11111px;border-collapse:separate";
+				tr.style.cssText = "border:1px solid";
+
+				// Support: Chrome 86+
+				// Height set through cssText does not get applied.
+				// Computed height then comes back as 0.
+				tr.style.height = "1px";
+				trChild.style.height = "9px";
+
+				// Support: Android 8 Chrome 86+
+				// In our bodyBackground.html iframe,
+				// display for all div elements is set to "inline",
+				// which causes a problem only in Android 8 Chrome 86.
+				// Ensuring the div is display: block
+				// gets around this issue.
+				trChild.style.display = "block";
+
+				documentElement
+					.appendChild( table )
+					.appendChild( tr )
+					.appendChild( trChild );
+
+				trStyle = window.getComputedStyle( tr );
+				reliableTrDimensionsVal = ( parseInt( trStyle.height, 10 ) +
+					parseInt( trStyle.borderTopWidth, 10 ) +
+					parseInt( trStyle.borderBottomWidth, 10 ) ) === tr.offsetHeight;
+
+				documentElement.removeChild( table );
+			}
+			return reliableTrDimensionsVal;
+		}
+	} );
+} )();
+
+
+function curCSS( elem, name, computed ) {
+	var width, minWidth, maxWidth, ret,
+
+		// Support: Firefox 51+
+		// Retrieving style before computed somehow
+		// fixes an issue with getting wrong values
+		// on detached elements
+		style = elem.style;
+
+	computed = computed || getStyles( elem );
+
+	// getPropertyValue is needed for:
+	//   .css('filter') (IE 9 only, #12537)
+	//   .css('--customProperty) (#3144)
+	if ( computed ) {
+		ret = computed.getPropertyValue( name ) || computed[ name ];
+
+		if ( ret === "" && !isAttached( elem ) ) {
+			ret = jQuery.style( elem, name );
+		}
+
+		// A tribute to the "awesome hack by Dean Edwards"
+		// Android Browser returns percentage for some values,
+		// but width seems to be reliably pixels.
+		// This is against the CSSOM draft spec:
+		// https://drafts.csswg.org/cssom/#resolved-values
+		if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) {
+
+			// Remember the original values
+			width = style.width;
+			minWidth = style.minWidth;
+			maxWidth = style.maxWidth;
+
+			// Put in the new values to get a computed value out
+			style.minWidth = style.maxWidth = style.width = ret;
+			ret = computed.width;
+
+			// Revert the changed values
+			style.width = width;
+			style.minWidth = minWidth;
+			style.maxWidth = maxWidth;
+		}
+	}
+
+	return ret !== undefined ?
+
+		// Support: IE <=9 - 11 only
+		// IE returns zIndex value as an integer.
+		ret + "" :
+		ret;
+}
+
+
+function addGetHookIf( conditionFn, hookFn ) {
+
+	// Define the hook, we'll check on the first run if it's really needed.
+	return {
+		get: function() {
+			if ( conditionFn() ) {
+
+				// Hook not needed (or it's not possible to use it due
+				// to missing dependency), remove it.
+				delete this.get;
+				return;
+			}
+
+			// Hook needed; redefine it so that the support test is not executed again.
+			return ( this.get = hookFn ).apply( this, arguments );
+		}
+	};
+}
+
+
+var cssPrefixes = [ "Webkit", "Moz", "ms" ],
+	emptyStyle = document.createElement( "div" ).style,
+	vendorProps = {};
+
+// Return a vendor-prefixed property or undefined
+function vendorPropName( name ) {
+
+	// Check for vendor prefixed names
+	var capName = name[ 0 ].toUpperCase() + name.slice( 1 ),
+		i = cssPrefixes.length;
+
+	while ( i-- ) {
+		name = cssPrefixes[ i ] + capName;
+		if ( name in emptyStyle ) {
+			return name;
+		}
+	}
+}
+
+// Return a potentially-mapped jQuery.cssProps or vendor prefixed property
+function finalPropName( name ) {
+	var final = jQuery.cssProps[ name ] || vendorProps[ name ];
+
+	if ( final ) {
+		return final;
+	}
+	if ( name in emptyStyle ) {
+		return name;
+	}
+	return vendorProps[ name ] = vendorPropName( name ) || name;
+}
+
+
+var
+
+	// Swappable if display is none or starts with table
+	// except "table", "table-cell", or "table-caption"
+	// See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
+	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
+	rcustomProp = /^--/,
+	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
+	cssNormalTransform = {
+		letterSpacing: "0",
+		fontWeight: "400"
+	};
+
+function setPositiveNumber( _elem, value, subtract ) {
+
+	// Any relative (+/-) values have already been
+	// normalized at this point
+	var matches = rcssNum.exec( value );
+	return matches ?
+
+		// Guard against undefined "subtract", e.g., when used as in cssHooks
+		Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) :
+		value;
+}
+
+function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) {
+	var i = dimension === "width" ? 1 : 0,
+		extra = 0,
+		delta = 0;
+
+	// Adjustment may not be necessary
+	if ( box === ( isBorderBox ? "border" : "content" ) ) {
+		return 0;
+	}
+
+	for ( ; i < 4; i += 2 ) {
+
+		// Both box models exclude margin
+		if ( box === "margin" ) {
+			delta += jQuery.css( elem, box + cssExpand[ i ], true, styles );
+		}
+
+		// If we get here with a content-box, we're seeking "padding" or "border" or "margin"
+		if ( !isBorderBox ) {
+
+			// Add padding
+			delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+
+			// For "border" or "margin", add border
+			if ( box !== "padding" ) {
+				delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+
+			// But still keep track of it otherwise
+			} else {
+				extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+
+		// If we get here with a border-box (content + padding + border), we're seeking "content" or
+		// "padding" or "margin"
+		} else {
+
+			// For "content", subtract padding
+			if ( box === "content" ) {
+				delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
+			}
+
+			// For "content" or "padding", subtract border
+			if ( box !== "margin" ) {
+				delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
+			}
+		}
+	}
+
+	// Account for positive content-box scroll gutter when requested by providing computedVal
+	if ( !isBorderBox && computedVal >= 0 ) {
+
+		// offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border
+		// Assuming integer scroll gutter, subtract the rest and round down
+		delta += Math.max( 0, Math.ceil(
+			elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+			computedVal -
+			delta -
+			extra -
+			0.5
+
+		// If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter
+		// Use an explicit zero to avoid NaN (gh-3964)
+		) ) || 0;
+	}
+
+	return delta;
+}
+
+function getWidthOrHeight( elem, dimension, extra ) {
+
+	// Start with computed style
+	var styles = getStyles( elem ),
+
+		// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322).
+		// Fake content-box until we know it's needed to know the true value.
+		boxSizingNeeded = !support.boxSizingReliable() || extra,
+		isBorderBox = boxSizingNeeded &&
+			jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+		valueIsBorderBox = isBorderBox,
+
+		val = curCSS( elem, dimension, styles ),
+		offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 );
+
+	// Support: Firefox <=54
+	// Return a confounding non-pixel value or feign ignorance, as appropriate.
+	if ( rnumnonpx.test( val ) ) {
+		if ( !extra ) {
+			return val;
+		}
+		val = "auto";
+	}
+
+
+	// Support: IE 9 - 11 only
+	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
+	// In those cases, the computed value can be trusted to be border-box.
+	if ( ( !support.boxSizingReliable() && isBorderBox ||
+
+		// Support: IE 10 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
+		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
+
+		// Fall back to offsetWidth/offsetHeight when value is "auto"
+		// This happens for inline elements with no explicit setting (gh-3571)
+		val === "auto" ||
+
+		// Support: Android <=4.1 - 4.3 only
+		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
+		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
+
+		// Make sure the element is visible & connected
+		elem.getClientRects().length ) {
+
+		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
+
+		// Where available, offsetWidth/offsetHeight approximate border box dimensions.
+		// Where not available (e.g., SVG), assume unreliable box-sizing and interpret the
+		// retrieved value as a content box dimension.
+		valueIsBorderBox = offsetProp in elem;
+		if ( valueIsBorderBox ) {
+			val = elem[ offsetProp ];
+		}
+	}
+
+	// Normalize "" and auto
+	val = parseFloat( val ) || 0;
+
+	// Adjust for the element's box model
+	return ( val +
+		boxModelAdjustment(
+			elem,
+			dimension,
+			extra || ( isBorderBox ? "border" : "content" ),
+			valueIsBorderBox,
+			styles,
+
+			// Provide the current computed size to request scroll gutter calculation (gh-3589)
+			val
+		)
+	) + "px";
+}
+
+jQuery.extend( {
+
+	// Add in style property hooks for overriding the default
+	// behavior of getting and setting a style property
+	cssHooks: {
+		opacity: {
+			get: function( elem, computed ) {
+				if ( computed ) {
+
+					// We should always get a number back from opacity
+					var ret = curCSS( elem, "opacity" );
+					return ret === "" ? "1" : ret;
+				}
+			}
+		}
+	},
+
+	// Don't automatically add "px" to these possibly-unitless properties
+	cssNumber: {
+		"animationIterationCount": true,
+		"columnCount": true,
+		"fillOpacity": true,
+		"flexGrow": true,
+		"flexShrink": true,
+		"fontWeight": true,
+		"gridArea": true,
+		"gridColumn": true,
+		"gridColumnEnd": true,
+		"gridColumnStart": true,
+		"gridRow": true,
+		"gridRowEnd": true,
+		"gridRowStart": true,
+		"lineHeight": true,
+		"opacity": true,
+		"order": true,
+		"orphans": true,
+		"widows": true,
+		"zIndex": true,
+		"zoom": true
+	},
+
+	// Add in properties whose names you wish to fix before
+	// setting or getting the value
+	cssProps: {},
+
+	// Get and set the style property on a DOM Node
+	style: function( elem, name, value, extra ) {
+
+		// Don't set styles on text and comment nodes
+		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
+			return;
+		}
+
+		// Make sure that we're working with the right name
+		var ret, type, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name ),
+			style = elem.style;
+
+		// Make sure that we're working with the right name. We don't
+		// want to query the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Gets hook for the prefixed version, then unprefixed version
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// Check if we're setting a value
+		if ( value !== undefined ) {
+			type = typeof value;
+
+			// Convert "+=" or "-=" to relative numbers (#7345)
+			if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) {
+				value = adjustCSS( elem, name, ret );
+
+				// Fixes bug #9237
+				type = "number";
+			}
+
+			// Make sure that null and NaN values aren't set (#7116)
+			if ( value == null || value !== value ) {
+				return;
+			}
+
+			// If a number was passed in, add the unit (except for certain CSS properties)
+			// The isCustomProp check can be removed in jQuery 4.0 when we only auto-append
+			// "px" to a few hardcoded values.
+			if ( type === "number" && !isCustomProp ) {
+				value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" );
+			}
+
+			// background-* props affect original clone's values
+			if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) {
+				style[ name ] = "inherit";
+			}
+
+			// If a hook was provided, use that value, otherwise just set the specified value
+			if ( !hooks || !( "set" in hooks ) ||
+				( value = hooks.set( elem, value, extra ) ) !== undefined ) {
+
+				if ( isCustomProp ) {
+					style.setProperty( name, value );
+				} else {
+					style[ name ] = value;
+				}
+			}
+
+		} else {
+
+			// If a hook was provided get the non-computed value from there
+			if ( hooks && "get" in hooks &&
+				( ret = hooks.get( elem, false, extra ) ) !== undefined ) {
+
+				return ret;
+			}
+
+			// Otherwise just get the value from the style object
+			return style[ name ];
+		}
+	},
+
+	css: function( elem, name, extra, styles ) {
+		var val, num, hooks,
+			origName = camelCase( name ),
+			isCustomProp = rcustomProp.test( name );
+
+		// Make sure that we're working with the right name. We don't
+		// want to modify the value if it is a CSS custom property
+		// since they are user-defined.
+		if ( !isCustomProp ) {
+			name = finalPropName( origName );
+		}
+
+		// Try prefixed name followed by the unprefixed name
+		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
+
+		// If a hook was provided get the computed value from there
+		if ( hooks && "get" in hooks ) {
+			val = hooks.get( elem, true, extra );
+		}
+
+		// Otherwise, if a way to get the computed value exists, use that
+		if ( val === undefined ) {
+			val = curCSS( elem, name, styles );
+		}
+
+		// Convert "normal" to computed value
+		if ( val === "normal" && name in cssNormalTransform ) {
+			val = cssNormalTransform[ name ];
+		}
+
+		// Make numeric if forced or a qualifier was provided and val looks numeric
+		if ( extra === "" || extra ) {
+			num = parseFloat( val );
+			return extra === true || isFinite( num ) ? num || 0 : val;
+		}
+
+		return val;
+	}
+} );
+
+jQuery.each( [ "height", "width" ], function( _i, dimension ) {
+	jQuery.cssHooks[ dimension ] = {
+		get: function( elem, computed, extra ) {
+			if ( computed ) {
+
+				// Certain elements can have dimension info if we invisibly show them
+				// but it must have a current display style that would benefit
+				return rdisplayswap.test( jQuery.css( elem, "display" ) ) &&
+
+					// Support: Safari 8+
+					// Table columns in Safari have non-zero offsetWidth & zero
+					// getBoundingClientRect().width unless display is changed.
+					// Support: IE <=11 only
+					// Running getBoundingClientRect on a disconnected node
+					// in IE throws an error.
+					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
+					swap( elem, cssShow, function() {
+						return getWidthOrHeight( elem, dimension, extra );
+					} ) :
+					getWidthOrHeight( elem, dimension, extra );
+			}
+		},
+
+		set: function( elem, value, extra ) {
+			var matches,
+				styles = getStyles( elem ),
+
+				// Only read styles.position if the test has a chance to fail
+				// to avoid forcing a reflow.
+				scrollboxSizeBuggy = !support.scrollboxSize() &&
+					styles.position === "absolute",
+
+				// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991)
+				boxSizingNeeded = scrollboxSizeBuggy || extra,
+				isBorderBox = boxSizingNeeded &&
+					jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
+				subtract = extra ?
+					boxModelAdjustment(
+						elem,
+						dimension,
+						extra,
+						isBorderBox,
+						styles
+					) :
+					0;
+
+			// Account for unreliable border-box dimensions by comparing offset* to computed and
+			// faking a content-box to get border and padding (gh-3699)
+			if ( isBorderBox && scrollboxSizeBuggy ) {
+				subtract -= Math.ceil(
+					elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
+					parseFloat( styles[ dimension ] ) -
+					boxModelAdjustment( elem, dimension, "border", false, styles ) -
+					0.5
+				);
+			}
+
+			// Convert to pixels if value adjustment is needed
+			if ( subtract && ( matches = rcssNum.exec( value ) ) &&
+				( matches[ 3 ] || "px" ) !== "px" ) {
+
+				elem.style[ dimension ] = value;
+				value = jQuery.css( elem, dimension );
+			}
+
+			return setPositiveNumber( elem, value, subtract );
+		}
+	};
+} );
+
+jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
+	function( elem, computed ) {
+		if ( computed ) {
+			return ( parseFloat( curCSS( elem, "marginLeft" ) ) ||
+				elem.getBoundingClientRect().left -
+					swap( elem, { marginLeft: 0 }, function() {
+						return elem.getBoundingClientRect().left;
+					} )
+			) + "px";
+		}
+	}
+);
+
+// These hooks are used by animate to expand properties
+jQuery.each( {
+	margin: "",
+	padding: "",
+	border: "Width"
+}, function( prefix, suffix ) {
+	jQuery.cssHooks[ prefix + suffix ] = {
+		expand: function( value ) {
+			var i = 0,
+				expanded = {},
+
+				// Assumes a single number if not a string
+				parts = typeof value === "string" ? value.split( " " ) : [ value ];
+
+			for ( ; i < 4; i++ ) {
+				expanded[ prefix + cssExpand[ i ] + suffix ] =
+					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
+			}
+
+			return expanded;
+		}
+	};
+
+	if ( prefix !== "margin" ) {
+		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
+	}
+} );
+
+jQuery.fn.extend( {
+	css: function( name, value ) {
+		return access( this, function( elem, name, value ) {
+			var styles, len,
+				map = {},
+				i = 0;
+
+			if ( Array.isArray( name ) ) {
+				styles = getStyles( elem );
+				len = name.length;
+
+				for ( ; i < len; i++ ) {
+					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
+				}
+
+				return map;
+			}
+
+			return value !== undefined ?
+				jQuery.style( elem, name, value ) :
+				jQuery.css( elem, name );
+		}, name, value, arguments.length > 1 );
+	}
+} );
+
+
+function Tween( elem, options, prop, end, easing ) {
+	return new Tween.prototype.init( elem, options, prop, end, easing );
+}
+jQuery.Tween = Tween;
+
+Tween.prototype = {
+	constructor: Tween,
+	init: function( elem, options, prop, end, easing, unit ) {
+		this.elem = elem;
+		this.prop = prop;
+		this.easing = easing || jQuery.easing._default;
+		this.options = options;
+		this.start = this.now = this.cur();
+		this.end = end;
+		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
+	},
+	cur: function() {
+		var hooks = Tween.propHooks[ this.prop ];
+
+		return hooks && hooks.get ?
+			hooks.get( this ) :
+			Tween.propHooks._default.get( this );
+	},
+	run: function( percent ) {
+		var eased,
+			hooks = Tween.propHooks[ this.prop ];
+
+		if ( this.options.duration ) {
+			this.pos = eased = jQuery.easing[ this.easing ](
+				percent, this.options.duration * percent, 0, 1, this.options.duration
+			);
+		} else {
+			this.pos = eased = percent;
+		}
+		this.now = ( this.end - this.start ) * eased + this.start;
+
+		if ( this.options.step ) {
+			this.options.step.call( this.elem, this.now, this );
+		}
+
+		if ( hooks && hooks.set ) {
+			hooks.set( this );
+		} else {
+			Tween.propHooks._default.set( this );
+		}
+		return this;
+	}
+};
+
+Tween.prototype.init.prototype = Tween.prototype;
+
+Tween.propHooks = {
+	_default: {
+		get: function( tween ) {
+			var result;
+
+			// Use a property on the element directly when it is not a DOM element,
+			// or when there is no matching style property that exists.
+			if ( tween.elem.nodeType !== 1 ||
+				tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) {
+				return tween.elem[ tween.prop ];
+			}
+
+			// Passing an empty string as a 3rd parameter to .css will automatically
+			// attempt a parseFloat and fallback to a string if the parse fails.
+			// Simple values such as "10px" are parsed to Float;
+			// complex values such as "rotate(1rad)" are returned as-is.
+			result = jQuery.css( tween.elem, tween.prop, "" );
+
+			// Empty strings, null, undefined and "auto" are converted to 0.
+			return !result || result === "auto" ? 0 : result;
+		},
+		set: function( tween ) {
+
+			// Use step hook for back compat.
+			// Use cssHook if its there.
+			// Use .style if available and use plain properties where available.
+			if ( jQuery.fx.step[ tween.prop ] ) {
+				jQuery.fx.step[ tween.prop ]( tween );
+			} else if ( tween.elem.nodeType === 1 && (
+				jQuery.cssHooks[ tween.prop ] ||
+					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
+				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
+			} else {
+				tween.elem[ tween.prop ] = tween.now;
+			}
+		}
+	}
+};
+
+// Support: IE <=9 only
+// Panic based approach to setting things on disconnected nodes
+Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
+	set: function( tween ) {
+		if ( tween.elem.nodeType && tween.elem.parentNode ) {
+			tween.elem[ tween.prop ] = tween.now;
+		}
+	}
+};
+
+jQuery.easing = {
+	linear: function( p ) {
+		return p;
+	},
+	swing: function( p ) {
+		return 0.5 - Math.cos( p * Math.PI ) / 2;
+	},
+	_default: "swing"
+};
+
+jQuery.fx = Tween.prototype.init;
+
+// Back compat <1.8 extension point
+jQuery.fx.step = {};
+
+
+
+
+var
+	fxNow, inProgress,
+	rfxtypes = /^(?:toggle|show|hide)$/,
+	rrun = /queueHooks$/;
+
+function schedule() {
+	if ( inProgress ) {
+		if ( document.hidden === false && window.requestAnimationFrame ) {
+			window.requestAnimationFrame( schedule );
+		} else {
+			window.setTimeout( schedule, jQuery.fx.interval );
+		}
+
+		jQuery.fx.tick();
+	}
+}
+
+// Animations created synchronously will run synchronously
+function createFxNow() {
+	window.setTimeout( function() {
+		fxNow = undefined;
+	} );
+	return ( fxNow = Date.now() );
+}
+
+// Generate parameters to create a standard animation
+function genFx( type, includeWidth ) {
+	var which,
+		i = 0,
+		attrs = { height: type };
+
+	// If we include width, step value is 1 to do all cssExpand values,
+	// otherwise step value is 2 to skip over Left and Right
+	includeWidth = includeWidth ? 1 : 0;
+	for ( ; i < 4; i += 2 - includeWidth ) {
+		which = cssExpand[ i ];
+		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
+	}
+
+	if ( includeWidth ) {
+		attrs.opacity = attrs.width = type;
+	}
+
+	return attrs;
+}
+
+function createTween( value, prop, animation ) {
+	var tween,
+		collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ),
+		index = 0,
+		length = collection.length;
+	for ( ; index < length; index++ ) {
+		if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) {
+
+			// We're done with this property
+			return tween;
+		}
+	}
+}
+
+function defaultPrefilter( elem, props, opts ) {
+	var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display,
+		isBox = "width" in props || "height" in props,
+		anim = this,
+		orig = {},
+		style = elem.style,
+		hidden = elem.nodeType && isHiddenWithinTree( elem ),
+		dataShow = dataPriv.get( elem, "fxshow" );
+
+	// Queue-skipping animations hijack the fx hooks
+	if ( !opts.queue ) {
+		hooks = jQuery._queueHooks( elem, "fx" );
+		if ( hooks.unqueued == null ) {
+			hooks.unqueued = 0;
+			oldfire = hooks.empty.fire;
+			hooks.empty.fire = function() {
+				if ( !hooks.unqueued ) {
+					oldfire();
+				}
+			};
+		}
+		hooks.unqueued++;
+
+		anim.always( function() {
+
+			// Ensure the complete handler is called before this completes
+			anim.always( function() {
+				hooks.unqueued--;
+				if ( !jQuery.queue( elem, "fx" ).length ) {
+					hooks.empty.fire();
+				}
+			} );
+		} );
+	}
+
+	// Detect show/hide animations
+	for ( prop in props ) {
+		value = props[ prop ];
+		if ( rfxtypes.test( value ) ) {
+			delete props[ prop ];
+			toggle = toggle || value === "toggle";
+			if ( value === ( hidden ? "hide" : "show" ) ) {
+
+				// Pretend to be hidden if this is a "show" and
+				// there is still data from a stopped show/hide
+				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
+					hidden = true;
+
+				// Ignore all other no-op show/hide data
+				} else {
+					continue;
+				}
+			}
+			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
+		}
+	}
+
+	// Bail out if this is a no-op like .hide().hide()
+	propTween = !jQuery.isEmptyObject( props );
+	if ( !propTween && jQuery.isEmptyObject( orig ) ) {
+		return;
+	}
+
+	// Restrict "overflow" and "display" styles during box animations
+	if ( isBox && elem.nodeType === 1 ) {
+
+		// Support: IE <=9 - 11, Edge 12 - 15
+		// Record all 3 overflow attributes because IE does not infer the shorthand
+		// from identically-valued overflowX and overflowY and Edge just mirrors
+		// the overflowX value there.
+		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
+
+		// Identify a display type, preferring old show/hide data over the CSS cascade
+		restoreDisplay = dataShow && dataShow.display;
+		if ( restoreDisplay == null ) {
+			restoreDisplay = dataPriv.get( elem, "display" );
+		}
+		display = jQuery.css( elem, "display" );
+		if ( display === "none" ) {
+			if ( restoreDisplay ) {
+				display = restoreDisplay;
+			} else {
+
+				// Get nonempty value(s) by temporarily forcing visibility
+				showHide( [ elem ], true );
+				restoreDisplay = elem.style.display || restoreDisplay;
+				display = jQuery.css( elem, "display" );
+				showHide( [ elem ] );
+			}
+		}
+
+		// Animate inline elements as inline-block
+		if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) {
+			if ( jQuery.css( elem, "float" ) === "none" ) {
+
+				// Restore the original display value at the end of pure show/hide animations
+				if ( !propTween ) {
+					anim.done( function() {
+						style.display = restoreDisplay;
+					} );
+					if ( restoreDisplay == null ) {
+						display = style.display;
+						restoreDisplay = display === "none" ? "" : display;
+					}
+				}
+				style.display = "inline-block";
+			}
+		}
+	}
+
+	if ( opts.overflow ) {
+		style.overflow = "hidden";
+		anim.always( function() {
+			style.overflow = opts.overflow[ 0 ];
+			style.overflowX = opts.overflow[ 1 ];
+			style.overflowY = opts.overflow[ 2 ];
+		} );
+	}
+
+	// Implement show/hide animations
+	propTween = false;
+	for ( prop in orig ) {
+
+		// General show/hide setup for this element animation
+		if ( !propTween ) {
+			if ( dataShow ) {
+				if ( "hidden" in dataShow ) {
+					hidden = dataShow.hidden;
+				}
+			} else {
+				dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } );
+			}
+
+			// Store hidden/visible for toggle so `.stop().toggle()` "reverses"
+			if ( toggle ) {
+				dataShow.hidden = !hidden;
+			}
+
+			// Show elements before animating them
+			if ( hidden ) {
+				showHide( [ elem ], true );
+			}
+
+			/* eslint-disable no-loop-func */
+
+			anim.done( function() {
+
+				/* eslint-enable no-loop-func */
+
+				// The final step of a "hide" animation is actually hiding the element
+				if ( !hidden ) {
+					showHide( [ elem ] );
+				}
+				dataPriv.remove( elem, "fxshow" );
+				for ( prop in orig ) {
+					jQuery.style( elem, prop, orig[ prop ] );
+				}
+			} );
+		}
+
+		// Per-property setup
+		propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
+		if ( !( prop in dataShow ) ) {
+			dataShow[ prop ] = propTween.start;
+			if ( hidden ) {
+				propTween.end = propTween.start;
+				propTween.start = 0;
+			}
+		}
+	}
+}
+
+function propFilter( props, specialEasing ) {
+	var index, name, easing, value, hooks;
+
+	// camelCase, specialEasing and expand cssHook pass
+	for ( index in props ) {
+		name = camelCase( index );
+		easing = specialEasing[ name ];
+		value = props[ index ];
+		if ( Array.isArray( value ) ) {
+			easing = value[ 1 ];
+			value = props[ index ] = value[ 0 ];
+		}
+
+		if ( index !== name ) {
+			props[ name ] = value;
+			delete props[ index ];
+		}
+
+		hooks = jQuery.cssHooks[ name ];
+		if ( hooks && "expand" in hooks ) {
+			value = hooks.expand( value );
+			delete props[ name ];
+
+			// Not quite $.extend, this won't overwrite existing keys.
+			// Reusing 'index' because we have the correct "name"
+			for ( index in value ) {
+				if ( !( index in props ) ) {
+					props[ index ] = value[ index ];
+					specialEasing[ index ] = easing;
+				}
+			}
+		} else {
+			specialEasing[ name ] = easing;
+		}
+	}
+}
+
+function Animation( elem, properties, options ) {
+	var result,
+		stopped,
+		index = 0,
+		length = Animation.prefilters.length,
+		deferred = jQuery.Deferred().always( function() {
+
+			// Don't match elem in the :animated selector
+			delete tick.elem;
+		} ),
+		tick = function() {
+			if ( stopped ) {
+				return false;
+			}
+			var currentTime = fxNow || createFxNow(),
+				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
+
+				// Support: Android 2.3 only
+				// Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497)
+				temp = remaining / animation.duration || 0,
+				percent = 1 - temp,
+				index = 0,
+				length = animation.tweens.length;
+
+			for ( ; index < length; index++ ) {
+				animation.tweens[ index ].run( percent );
+			}
+
+			deferred.notifyWith( elem, [ animation, percent, remaining ] );
+
+			// If there's more to do, yield
+			if ( percent < 1 && length ) {
+				return remaining;
+			}
+
+			// If this was an empty animation, synthesize a final progress notification
+			if ( !length ) {
+				deferred.notifyWith( elem, [ animation, 1, 0 ] );
+			}
+
+			// Resolve the animation and report its conclusion
+			deferred.resolveWith( elem, [ animation ] );
+			return false;
+		},
+		animation = deferred.promise( {
+			elem: elem,
+			props: jQuery.extend( {}, properties ),
+			opts: jQuery.extend( true, {
+				specialEasing: {},
+				easing: jQuery.easing._default
+			}, options ),
+			originalProperties: properties,
+			originalOptions: options,
+			startTime: fxNow || createFxNow(),
+			duration: options.duration,
+			tweens: [],
+			createTween: function( prop, end ) {
+				var tween = jQuery.Tween( elem, animation.opts, prop, end,
+					animation.opts.specialEasing[ prop ] || animation.opts.easing );
+				animation.tweens.push( tween );
+				return tween;
+			},
+			stop: function( gotoEnd ) {
+				var index = 0,
+
+					// If we are going to the end, we want to run all the tweens
+					// otherwise we skip this part
+					length = gotoEnd ? animation.tweens.length : 0;
+				if ( stopped ) {
+					return this;
+				}
+				stopped = true;
+				for ( ; index < length; index++ ) {
+					animation.tweens[ index ].run( 1 );
+				}
+
+				// Resolve when we played the last frame; otherwise, reject
+				if ( gotoEnd ) {
+					deferred.notifyWith( elem, [ animation, 1, 0 ] );
+					deferred.resolveWith( elem, [ animation, gotoEnd ] );
+				} else {
+					deferred.rejectWith( elem, [ animation, gotoEnd ] );
+				}
+				return this;
+			}
+		} ),
+		props = animation.props;
+
+	propFilter( props, animation.opts.specialEasing );
+
+	for ( ; index < length; index++ ) {
+		result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts );
+		if ( result ) {
+			if ( isFunction( result.stop ) ) {
+				jQuery._queueHooks( animation.elem, animation.opts.queue ).stop =
+					result.stop.bind( result );
+			}
+			return result;
+		}
+	}
+
+	jQuery.map( props, createTween, animation );
+
+	if ( isFunction( animation.opts.start ) ) {
+		animation.opts.start.call( elem, animation );
+	}
+
+	// Attach callbacks from options
+	animation
+		.progress( animation.opts.progress )
+		.done( animation.opts.done, animation.opts.complete )
+		.fail( animation.opts.fail )
+		.always( animation.opts.always );
+
+	jQuery.fx.timer(
+		jQuery.extend( tick, {
+			elem: elem,
+			anim: animation,
+			queue: animation.opts.queue
+		} )
+	);
+
+	return animation;
+}
+
+jQuery.Animation = jQuery.extend( Animation, {
+
+	tweeners: {
+		"*": [ function( prop, value ) {
+			var tween = this.createTween( prop, value );
+			adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween );
+			return tween;
+		} ]
+	},
+
+	tweener: function( props, callback ) {
+		if ( isFunction( props ) ) {
+			callback = props;
+			props = [ "*" ];
+		} else {
+			props = props.match( rnothtmlwhite );
+		}
+
+		var prop,
+			index = 0,
+			length = props.length;
+
+		for ( ; index < length; index++ ) {
+			prop = props[ index ];
+			Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || [];
+			Animation.tweeners[ prop ].unshift( callback );
+		}
+	},
+
+	prefilters: [ defaultPrefilter ],
+
+	prefilter: function( callback, prepend ) {
+		if ( prepend ) {
+			Animation.prefilters.unshift( callback );
+		} else {
+			Animation.prefilters.push( callback );
+		}
+	}
+} );
+
+jQuery.speed = function( speed, easing, fn ) {
+	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
+		complete: fn || !fn && easing ||
+			isFunction( speed ) && speed,
+		duration: speed,
+		easing: fn && easing || easing && !isFunction( easing ) && easing
+	};
+
+	// Go to the end state if fx are off
+	if ( jQuery.fx.off ) {
+		opt.duration = 0;
+
+	} else {
+		if ( typeof opt.duration !== "number" ) {
+			if ( opt.duration in jQuery.fx.speeds ) {
+				opt.duration = jQuery.fx.speeds[ opt.duration ];
+
+			} else {
+				opt.duration = jQuery.fx.speeds._default;
+			}
+		}
+	}
+
+	// Normalize opt.queue - true/undefined/null -> "fx"
+	if ( opt.queue == null || opt.queue === true ) {
+		opt.queue = "fx";
+	}
+
+	// Queueing
+	opt.old = opt.complete;
+
+	opt.complete = function() {
+		if ( isFunction( opt.old ) ) {
+			opt.old.call( this );
+		}
+
+		if ( opt.queue ) {
+			jQuery.dequeue( this, opt.queue );
+		}
+	};
+
+	return opt;
+};
+
+jQuery.fn.extend( {
+	fadeTo: function( speed, to, easing, callback ) {
+
+		// Show any hidden elements after setting opacity to 0
+		return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show()
+
+			// Animate to the value specified
+			.end().animate( { opacity: to }, speed, easing, callback );
+	},
+	animate: function( prop, speed, easing, callback ) {
+		var empty = jQuery.isEmptyObject( prop ),
+			optall = jQuery.speed( speed, easing, callback ),
+			doAnimation = function() {
+
+				// Operate on a copy of prop so per-property easing won't be lost
+				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
+
+				// Empty animations, or finishing resolves immediately
+				if ( empty || dataPriv.get( this, "finish" ) ) {
+					anim.stop( true );
+				}
+			};
+
+		doAnimation.finish = doAnimation;
+
+		return empty || optall.queue === false ?
+			this.each( doAnimation ) :
+			this.queue( optall.queue, doAnimation );
+	},
+	stop: function( type, clearQueue, gotoEnd ) {
+		var stopQueue = function( hooks ) {
+			var stop = hooks.stop;
+			delete hooks.stop;
+			stop( gotoEnd );
+		};
+
+		if ( typeof type !== "string" ) {
+			gotoEnd = clearQueue;
+			clearQueue = type;
+			type = undefined;
+		}
+		if ( clearQueue ) {
+			this.queue( type || "fx", [] );
+		}
+
+		return this.each( function() {
+			var dequeue = true,
+				index = type != null && type + "queueHooks",
+				timers = jQuery.timers,
+				data = dataPriv.get( this );
+
+			if ( index ) {
+				if ( data[ index ] && data[ index ].stop ) {
+					stopQueue( data[ index ] );
+				}
+			} else {
+				for ( index in data ) {
+					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
+						stopQueue( data[ index ] );
+					}
+				}
+			}
+
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this &&
+					( type == null || timers[ index ].queue === type ) ) {
+
+					timers[ index ].anim.stop( gotoEnd );
+					dequeue = false;
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Start the next in the queue if the last step wasn't forced.
+			// Timers currently will call their complete callbacks, which
+			// will dequeue but only if they were gotoEnd.
+			if ( dequeue || !gotoEnd ) {
+				jQuery.dequeue( this, type );
+			}
+		} );
+	},
+	finish: function( type ) {
+		if ( type !== false ) {
+			type = type || "fx";
+		}
+		return this.each( function() {
+			var index,
+				data = dataPriv.get( this ),
+				queue = data[ type + "queue" ],
+				hooks = data[ type + "queueHooks" ],
+				timers = jQuery.timers,
+				length = queue ? queue.length : 0;
+
+			// Enable finishing flag on private data
+			data.finish = true;
+
+			// Empty the queue first
+			jQuery.queue( this, type, [] );
+
+			if ( hooks && hooks.stop ) {
+				hooks.stop.call( this, true );
+			}
+
+			// Look for any active animations, and finish them
+			for ( index = timers.length; index--; ) {
+				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
+					timers[ index ].anim.stop( true );
+					timers.splice( index, 1 );
+				}
+			}
+
+			// Look for any animations in the old queue and finish them
+			for ( index = 0; index < length; index++ ) {
+				if ( queue[ index ] && queue[ index ].finish ) {
+					queue[ index ].finish.call( this );
+				}
+			}
+
+			// Turn off finishing flag
+			delete data.finish;
+		} );
+	}
+} );
+
+jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
+	var cssFn = jQuery.fn[ name ];
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return speed == null || typeof speed === "boolean" ?
+			cssFn.apply( this, arguments ) :
+			this.animate( genFx( name, true ), speed, easing, callback );
+	};
+} );
+
+// Generate shortcuts for custom animations
+jQuery.each( {
+	slideDown: genFx( "show" ),
+	slideUp: genFx( "hide" ),
+	slideToggle: genFx( "toggle" ),
+	fadeIn: { opacity: "show" },
+	fadeOut: { opacity: "hide" },
+	fadeToggle: { opacity: "toggle" }
+}, function( name, props ) {
+	jQuery.fn[ name ] = function( speed, easing, callback ) {
+		return this.animate( props, speed, easing, callback );
+	};
+} );
+
+jQuery.timers = [];
+jQuery.fx.tick = function() {
+	var timer,
+		i = 0,
+		timers = jQuery.timers;
+
+	fxNow = Date.now();
+
+	for ( ; i < timers.length; i++ ) {
+		timer = timers[ i ];
+
+		// Run the timer and safely remove it when done (allowing for external removal)
+		if ( !timer() && timers[ i ] === timer ) {
+			timers.splice( i--, 1 );
+		}
+	}
+
+	if ( !timers.length ) {
+		jQuery.fx.stop();
+	}
+	fxNow = undefined;
+};
+
+jQuery.fx.timer = function( timer ) {
+	jQuery.timers.push( timer );
+	jQuery.fx.start();
+};
+
+jQuery.fx.interval = 13;
+jQuery.fx.start = function() {
+	if ( inProgress ) {
+		return;
+	}
+
+	inProgress = true;
+	schedule();
+};
+
+jQuery.fx.stop = function() {
+	inProgress = null;
+};
+
+jQuery.fx.speeds = {
+	slow: 600,
+	fast: 200,
+
+	// Default speed
+	_default: 400
+};
+
+
+// Based off of the plugin by Clint Helfers, with permission.
+// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/
+jQuery.fn.delay = function( time, type ) {
+	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
+	type = type || "fx";
+
+	return this.queue( type, function( next, hooks ) {
+		var timeout = window.setTimeout( next, time );
+		hooks.stop = function() {
+			window.clearTimeout( timeout );
+		};
+	} );
+};
+
+
+( function() {
+	var input = document.createElement( "input" ),
+		select = document.createElement( "select" ),
+		opt = select.appendChild( document.createElement( "option" ) );
+
+	input.type = "checkbox";
+
+	// Support: Android <=4.3 only
+	// Default value for a checkbox should be "on"
+	support.checkOn = input.value !== "";
+
+	// Support: IE <=11 only
+	// Must access selectedIndex to make default options select
+	support.optSelected = opt.selected;
+
+	// Support: IE <=11 only
+	// An input loses its value after becoming a radio
+	input = document.createElement( "input" );
+	input.value = "t";
+	input.type = "radio";
+	support.radioValue = input.value === "t";
+} )();
+
+
+var boolHook,
+	attrHandle = jQuery.expr.attrHandle;
+
+jQuery.fn.extend( {
+	attr: function( name, value ) {
+		return access( this, jQuery.attr, name, value, arguments.length > 1 );
+	},
+
+	removeAttr: function( name ) {
+		return this.each( function() {
+			jQuery.removeAttr( this, name );
+		} );
+	}
+} );
+
+jQuery.extend( {
+	attr: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set attributes on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		// Fallback to prop when attributes are not supported
+		if ( typeof elem.getAttribute === "undefined" ) {
+			return jQuery.prop( elem, name, value );
+		}
+
+		// Attribute hooks are determined by the lowercase version
+		// Grab necessary hook if one is defined
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+			hooks = jQuery.attrHooks[ name.toLowerCase() ] ||
+				( jQuery.expr.match.bool.test( name ) ? boolHook : undefined );
+		}
+
+		if ( value !== undefined ) {
+			if ( value === null ) {
+				jQuery.removeAttr( elem, name );
+				return;
+			}
+
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			elem.setAttribute( name, value + "" );
+			return value;
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		ret = jQuery.find.attr( elem, name );
+
+		// Non-existent attributes return null, we normalize to undefined
+		return ret == null ? undefined : ret;
+	},
+
+	attrHooks: {
+		type: {
+			set: function( elem, value ) {
+				if ( !support.radioValue && value === "radio" &&
+					nodeName( elem, "input" ) ) {
+					var val = elem.value;
+					elem.setAttribute( "type", value );
+					if ( val ) {
+						elem.value = val;
+					}
+					return value;
+				}
+			}
+		}
+	},
+
+	removeAttr: function( elem, value ) {
+		var name,
+			i = 0,
+
+			// Attribute names can contain non-HTML whitespace characters
+			// https://html.spec.whatwg.org/multipage/syntax.html#attributes-2
+			attrNames = value && value.match( rnothtmlwhite );
+
+		if ( attrNames && elem.nodeType === 1 ) {
+			while ( ( name = attrNames[ i++ ] ) ) {
+				elem.removeAttribute( name );
+			}
+		}
+	}
+} );
+
+// Hooks for boolean attributes
+boolHook = {
+	set: function( elem, value, name ) {
+		if ( value === false ) {
+
+			// Remove boolean attributes when set to false
+			jQuery.removeAttr( elem, name );
+		} else {
+			elem.setAttribute( name, name );
+		}
+		return name;
+	}
+};
+
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
+	var getter = attrHandle[ name ] || jQuery.find.attr;
+
+	attrHandle[ name ] = function( elem, name, isXML ) {
+		var ret, handle,
+			lowercaseName = name.toLowerCase();
+
+		if ( !isXML ) {
+
+			// Avoid an infinite loop by temporarily removing this function from the getter
+			handle = attrHandle[ lowercaseName ];
+			attrHandle[ lowercaseName ] = ret;
+			ret = getter( elem, name, isXML ) != null ?
+				lowercaseName :
+				null;
+			attrHandle[ lowercaseName ] = handle;
+		}
+		return ret;
+	};
+} );
+
+
+
+
+var rfocusable = /^(?:input|select|textarea|button)$/i,
+	rclickable = /^(?:a|area)$/i;
+
+jQuery.fn.extend( {
+	prop: function( name, value ) {
+		return access( this, jQuery.prop, name, value, arguments.length > 1 );
+	},
+
+	removeProp: function( name ) {
+		return this.each( function() {
+			delete this[ jQuery.propFix[ name ] || name ];
+		} );
+	}
+} );
+
+jQuery.extend( {
+	prop: function( elem, name, value ) {
+		var ret, hooks,
+			nType = elem.nodeType;
+
+		// Don't get/set properties on text, comment and attribute nodes
+		if ( nType === 3 || nType === 8 || nType === 2 ) {
+			return;
+		}
+
+		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
+
+			// Fix name and attach hooks
+			name = jQuery.propFix[ name ] || name;
+			hooks = jQuery.propHooks[ name ];
+		}
+
+		if ( value !== undefined ) {
+			if ( hooks && "set" in hooks &&
+				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
+				return ret;
+			}
+
+			return ( elem[ name ] = value );
+		}
+
+		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
+			return ret;
+		}
+
+		return elem[ name ];
+	},
+
+	propHooks: {
+		tabIndex: {
+			get: function( elem ) {
+
+				// Support: IE <=9 - 11 only
+				// elem.tabIndex doesn't always return the
+				// correct value when it hasn't been explicitly set
+				// https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
+				// Use proper attribute retrieval(#12072)
+				var tabindex = jQuery.find.attr( elem, "tabindex" );
+
+				if ( tabindex ) {
+					return parseInt( tabindex, 10 );
+				}
+
+				if (
+					rfocusable.test( elem.nodeName ) ||
+					rclickable.test( elem.nodeName ) &&
+					elem.href
+				) {
+					return 0;
+				}
+
+				return -1;
+			}
+		}
+	},
+
+	propFix: {
+		"for": "htmlFor",
+		"class": "className"
+	}
+} );
+
+// Support: IE <=11 only
+// Accessing the selectedIndex property
+// forces the browser to respect setting selected
+// on the option
+// The getter ensures a default option is selected
+// when in an optgroup
+// eslint rule "no-unused-expressions" is disabled for this code
+// since it considers such accessions noop
+if ( !support.optSelected ) {
+	jQuery.propHooks.selected = {
+		get: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent && parent.parentNode ) {
+				parent.parentNode.selectedIndex;
+			}
+			return null;
+		},
+		set: function( elem ) {
+
+			/* eslint no-unused-expressions: "off" */
+
+			var parent = elem.parentNode;
+			if ( parent ) {
+				parent.selectedIndex;
+
+				if ( parent.parentNode ) {
+					parent.parentNode.selectedIndex;
+				}
+			}
+		}
+	};
+}
+
+jQuery.each( [
+	"tabIndex",
+	"readOnly",
+	"maxLength",
+	"cellSpacing",
+	"cellPadding",
+	"rowSpan",
+	"colSpan",
+	"useMap",
+	"frameBorder",
+	"contentEditable"
+], function() {
+	jQuery.propFix[ this.toLowerCase() ] = this;
+} );
+
+
+
+
+	// Strip and collapse whitespace according to HTML spec
+	// https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace
+	function stripAndCollapse( value ) {
+		var tokens = value.match( rnothtmlwhite ) || [];
+		return tokens.join( " " );
+	}
+
+
+function getClass( elem ) {
+	return elem.getAttribute && elem.getAttribute( "class" ) || "";
+}
+
+function classesToArray( value ) {
+	if ( Array.isArray( value ) ) {
+		return value;
+	}
+	if ( typeof value === "string" ) {
+		return value.match( rnothtmlwhite ) || [];
+	}
+	return [];
+}
+
+jQuery.fn.extend( {
+	addClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).addClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
+							cur += clazz + " ";
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	removeClass: function( value ) {
+		var classes, elem, cur, curValue, clazz, j, finalValue,
+			i = 0;
+
+		if ( isFunction( value ) ) {
+			return this.each( function( j ) {
+				jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) );
+			} );
+		}
+
+		if ( !arguments.length ) {
+			return this.attr( "class", "" );
+		}
+
+		classes = classesToArray( value );
+
+		if ( classes.length ) {
+			while ( ( elem = this[ i++ ] ) ) {
+				curValue = getClass( elem );
+
+				// This expression is here for better compressibility (see addClass)
+				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
+
+				if ( cur ) {
+					j = 0;
+					while ( ( clazz = classes[ j++ ] ) ) {
+
+						// Remove *all* instances
+						while ( cur.indexOf( " " + clazz + " " ) > -1 ) {
+							cur = cur.replace( " " + clazz + " ", " " );
+						}
+					}
+
+					// Only assign if different to avoid unneeded rendering.
+					finalValue = stripAndCollapse( cur );
+					if ( curValue !== finalValue ) {
+						elem.setAttribute( "class", finalValue );
+					}
+				}
+			}
+		}
+
+		return this;
+	},
+
+	toggleClass: function( value, stateVal ) {
+		var type = typeof value,
+			isValidValue = type === "string" || Array.isArray( value );
+
+		if ( typeof stateVal === "boolean" && isValidValue ) {
+			return stateVal ? this.addClass( value ) : this.removeClass( value );
+		}
+
+		if ( isFunction( value ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).toggleClass(
+					value.call( this, i, getClass( this ), stateVal ),
+					stateVal
+				);
+			} );
+		}
+
+		return this.each( function() {
+			var className, i, self, classNames;
+
+			if ( isValidValue ) {
+
+				// Toggle individual class names
+				i = 0;
+				self = jQuery( this );
+				classNames = classesToArray( value );
+
+				while ( ( className = classNames[ i++ ] ) ) {
+
+					// Check each className given, space separated list
+					if ( self.hasClass( className ) ) {
+						self.removeClass( className );
+					} else {
+						self.addClass( className );
+					}
+				}
+
+			// Toggle whole class name
+			} else if ( value === undefined || type === "boolean" ) {
+				className = getClass( this );
+				if ( className ) {
+
+					// Store className if set
+					dataPriv.set( this, "__className__", className );
+				}
+
+				// If the element has a class name or if we're passed `false`,
+				// then remove the whole classname (if there was one, the above saved it).
+				// Otherwise bring back whatever was previously saved (if anything),
+				// falling back to the empty string if nothing was stored.
+				if ( this.setAttribute ) {
+					this.setAttribute( "class",
+						className || value === false ?
+							"" :
+							dataPriv.get( this, "__className__" ) || ""
+					);
+				}
+			}
+		} );
+	},
+
+	hasClass: function( selector ) {
+		var className, elem,
+			i = 0;
+
+		className = " " + selector + " ";
+		while ( ( elem = this[ i++ ] ) ) {
+			if ( elem.nodeType === 1 &&
+				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
+				return true;
+			}
+		}
+
+		return false;
+	}
+} );
+
+
+
+
+var rreturn = /\r/g;
+
+jQuery.fn.extend( {
+	val: function( value ) {
+		var hooks, ret, valueIsFunction,
+			elem = this[ 0 ];
+
+		if ( !arguments.length ) {
+			if ( elem ) {
+				hooks = jQuery.valHooks[ elem.type ] ||
+					jQuery.valHooks[ elem.nodeName.toLowerCase() ];
+
+				if ( hooks &&
+					"get" in hooks &&
+					( ret = hooks.get( elem, "value" ) ) !== undefined
+				) {
+					return ret;
+				}
+
+				ret = elem.value;
+
+				// Handle most common string cases
+				if ( typeof ret === "string" ) {
+					return ret.replace( rreturn, "" );
+				}
+
+				// Handle cases where value is null/undef or number
+				return ret == null ? "" : ret;
+			}
+
+			return;
+		}
+
+		valueIsFunction = isFunction( value );
+
+		return this.each( function( i ) {
+			var val;
+
+			if ( this.nodeType !== 1 ) {
+				return;
+			}
+
+			if ( valueIsFunction ) {
+				val = value.call( this, i, jQuery( this ).val() );
+			} else {
+				val = value;
+			}
+
+			// Treat null/undefined as ""; convert numbers to string
+			if ( val == null ) {
+				val = "";
+
+			} else if ( typeof val === "number" ) {
+				val += "";
+
+			} else if ( Array.isArray( val ) ) {
+				val = jQuery.map( val, function( value ) {
+					return value == null ? "" : value + "";
+				} );
+			}
+
+			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
+
+			// If set returns undefined, fall back to normal setting
+			if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) {
+				this.value = val;
+			}
+		} );
+	}
+} );
+
+jQuery.extend( {
+	valHooks: {
+		option: {
+			get: function( elem ) {
+
+				var val = jQuery.find.attr( elem, "value" );
+				return val != null ?
+					val :
+
+					// Support: IE <=10 - 11 only
+					// option.text throws exceptions (#14686, #14858)
+					// Strip and collapse whitespace
+					// https://html.spec.whatwg.org/#strip-and-collapse-whitespace
+					stripAndCollapse( jQuery.text( elem ) );
+			}
+		},
+		select: {
+			get: function( elem ) {
+				var value, option, i,
+					options = elem.options,
+					index = elem.selectedIndex,
+					one = elem.type === "select-one",
+					values = one ? null : [],
+					max = one ? index + 1 : options.length;
+
+				if ( index < 0 ) {
+					i = max;
+
+				} else {
+					i = one ? index : 0;
+				}
+
+				// Loop through all the selected options
+				for ( ; i < max; i++ ) {
+					option = options[ i ];
+
+					// Support: IE <=9 only
+					// IE8-9 doesn't update selected after form reset (#2551)
+					if ( ( option.selected || i === index ) &&
+
+							// Don't return options that are disabled or in a disabled optgroup
+							!option.disabled &&
+							( !option.parentNode.disabled ||
+								!nodeName( option.parentNode, "optgroup" ) ) ) {
+
+						// Get the specific value for the option
+						value = jQuery( option ).val();
+
+						// We don't need an array for one selects
+						if ( one ) {
+							return value;
+						}
+
+						// Multi-Selects return an array
+						values.push( value );
+					}
+				}
+
+				return values;
+			},
+
+			set: function( elem, value ) {
+				var optionSet, option,
+					options = elem.options,
+					values = jQuery.makeArray( value ),
+					i = options.length;
+
+				while ( i-- ) {
+					option = options[ i ];
+
+					/* eslint-disable no-cond-assign */
+
+					if ( option.selected =
+						jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1
+					) {
+						optionSet = true;
+					}
+
+					/* eslint-enable no-cond-assign */
+				}
+
+				// Force browsers to behave consistently when non-matching value is set
+				if ( !optionSet ) {
+					elem.selectedIndex = -1;
+				}
+				return values;
+			}
+		}
+	}
+} );
+
+// Radios and checkboxes getter/setter
+jQuery.each( [ "radio", "checkbox" ], function() {
+	jQuery.valHooks[ this ] = {
+		set: function( elem, value ) {
+			if ( Array.isArray( value ) ) {
+				return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 );
+			}
+		}
+	};
+	if ( !support.checkOn ) {
+		jQuery.valHooks[ this ].get = function( elem ) {
+			return elem.getAttribute( "value" ) === null ? "on" : elem.value;
+		};
+	}
+} );
+
+
+
+
+// Return jQuery for attributes-only inclusion
+
+
+support.focusin = "onfocusin" in window;
+
+
+var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
+	stopPropagationCallback = function( e ) {
+		e.stopPropagation();
+	};
+
+jQuery.extend( jQuery.event, {
+
+	trigger: function( event, data, elem, onlyHandlers ) {
+
+		var i, cur, tmp, bubbleType, ontype, handle, special, lastElement,
+			eventPath = [ elem || document ],
+			type = hasOwn.call( event, "type" ) ? event.type : event,
+			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : [];
+
+		cur = lastElement = tmp = elem = elem || document;
+
+		// Don't do events on text and comment nodes
+		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
+			return;
+		}
+
+		// focus/blur morphs to focusin/out; ensure we're not firing them right now
+		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
+			return;
+		}
+
+		if ( type.indexOf( "." ) > -1 ) {
+
+			// Namespaced trigger; create a regexp to match event type in handle()
+			namespaces = type.split( "." );
+			type = namespaces.shift();
+			namespaces.sort();
+		}
+		ontype = type.indexOf( ":" ) < 0 && "on" + type;
+
+		// Caller can pass in a jQuery.Event object, Object, or just an event type string
+		event = event[ jQuery.expando ] ?
+			event :
+			new jQuery.Event( type, typeof event === "object" && event );
+
+		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
+		event.isTrigger = onlyHandlers ? 2 : 3;
+		event.namespace = namespaces.join( "." );
+		event.rnamespace = event.namespace ?
+			new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) :
+			null;
+
+		// Clean up the event in case it is being reused
+		event.result = undefined;
+		if ( !event.target ) {
+			event.target = elem;
+		}
+
+		// Clone any incoming data and prepend the event, creating the handler arg list
+		data = data == null ?
+			[ event ] :
+			jQuery.makeArray( data, [ event ] );
+
+		// Allow special events to draw outside the lines
+		special = jQuery.event.special[ type ] || {};
+		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
+			return;
+		}
+
+		// Determine event propagation path in advance, per W3C events spec (#9951)
+		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
+		if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) {
+
+			bubbleType = special.delegateType || type;
+			if ( !rfocusMorph.test( bubbleType + type ) ) {
+				cur = cur.parentNode;
+			}
+			for ( ; cur; cur = cur.parentNode ) {
+				eventPath.push( cur );
+				tmp = cur;
+			}
+
+			// Only add window if we got to document (e.g., not plain obj or detached DOM)
+			if ( tmp === ( elem.ownerDocument || document ) ) {
+				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
+			}
+		}
+
+		// Fire handlers on the event path
+		i = 0;
+		while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) {
+			lastElement = cur;
+			event.type = i > 1 ?
+				bubbleType :
+				special.bindType || type;
+
+			// jQuery handler
+			handle = ( dataPriv.get( cur, "events" ) || Object.create( null ) )[ event.type ] &&
+				dataPriv.get( cur, "handle" );
+			if ( handle ) {
+				handle.apply( cur, data );
+			}
+
+			// Native handler
+			handle = ontype && cur[ ontype ];
+			if ( handle && handle.apply && acceptData( cur ) ) {
+				event.result = handle.apply( cur, data );
+				if ( event.result === false ) {
+					event.preventDefault();
+				}
+			}
+		}
+		event.type = type;
+
+		// If nobody prevented the default action, do it now
+		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
+
+			if ( ( !special._default ||
+				special._default.apply( eventPath.pop(), data ) === false ) &&
+				acceptData( elem ) ) {
+
+				// Call a native DOM method on the target with the same name as the event.
+				// Don't do default actions on window, that's where global variables be (#6170)
+				if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) {
+
+					// Don't re-trigger an onFOO event when we call its FOO() method
+					tmp = elem[ ontype ];
+
+					if ( tmp ) {
+						elem[ ontype ] = null;
+					}
+
+					// Prevent re-triggering of the same event, since we already bubbled it above
+					jQuery.event.triggered = type;
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.addEventListener( type, stopPropagationCallback );
+					}
+
+					elem[ type ]();
+
+					if ( event.isPropagationStopped() ) {
+						lastElement.removeEventListener( type, stopPropagationCallback );
+					}
+
+					jQuery.event.triggered = undefined;
+
+					if ( tmp ) {
+						elem[ ontype ] = tmp;
+					}
+				}
+			}
+		}
+
+		return event.result;
+	},
+
+	// Piggyback on a donor event to simulate a different one
+	// Used only for `focus(in | out)` events
+	simulate: function( type, elem, event ) {
+		var e = jQuery.extend(
+			new jQuery.Event(),
+			event,
+			{
+				type: type,
+				isSimulated: true
+			}
+		);
+
+		jQuery.event.trigger( e, null, elem );
+	}
+
+} );
+
+jQuery.fn.extend( {
+
+	trigger: function( type, data ) {
+		return this.each( function() {
+			jQuery.event.trigger( type, data, this );
+		} );
+	},
+	triggerHandler: function( type, data ) {
+		var elem = this[ 0 ];
+		if ( elem ) {
+			return jQuery.event.trigger( type, data, elem, true );
+		}
+	}
+} );
+
+
+// Support: Firefox <=44
+// Firefox doesn't have focus(in | out) events
+// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787
+//
+// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1
+// focus(in | out) events fire after focus & blur events,
+// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order
+// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857
+if ( !support.focusin ) {
+	jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) {
+
+		// Attach a single capturing handler on the document while someone wants focusin/focusout
+		var handler = function( event ) {
+			jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) );
+		};
+
+		jQuery.event.special[ fix ] = {
+			setup: function() {
+
+				// Handle: regular nodes (via `this.ownerDocument`), window
+				// (via `this.document`) & document (via `this`).
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix );
+
+				if ( !attaches ) {
+					doc.addEventListener( orig, handler, true );
+				}
+				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
+			},
+			teardown: function() {
+				var doc = this.ownerDocument || this.document || this,
+					attaches = dataPriv.access( doc, fix ) - 1;
+
+				if ( !attaches ) {
+					doc.removeEventListener( orig, handler, true );
+					dataPriv.remove( doc, fix );
+
+				} else {
+					dataPriv.access( doc, fix, attaches );
+				}
+			}
+		};
+	} );
+}
+var location = window.location;
+
+var nonce = { guid: Date.now() };
+
+var rquery = ( /\?/ );
+
+
+
+// Cross-browser xml parsing
+jQuery.parseXML = function( data ) {
+	var xml, parserErrorElem;
+	if ( !data || typeof data !== "string" ) {
+		return null;
+	}
+
+	// Support: IE 9 - 11 only
+	// IE throws on parseFromString with invalid input.
+	try {
+		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
+	} catch ( e ) {}
+
+	parserErrorElem = xml && xml.getElementsByTagName( "parsererror" )[ 0 ];
+	if ( !xml || parserErrorElem ) {
+		jQuery.error( "Invalid XML: " + (
+			parserErrorElem ?
+				jQuery.map( parserErrorElem.childNodes, function( el ) {
+					return el.textContent;
+				} ).join( "\n" ) :
+				data
+		) );
+	}
+	return xml;
+};
+
+
+var
+	rbracket = /\[\]$/,
+	rCRLF = /\r?\n/g,
+	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
+	rsubmittable = /^(?:input|select|textarea|keygen)/i;
+
+function buildParams( prefix, obj, traditional, add ) {
+	var name;
+
+	if ( Array.isArray( obj ) ) {
+
+		// Serialize array item.
+		jQuery.each( obj, function( i, v ) {
+			if ( traditional || rbracket.test( prefix ) ) {
+
+				// Treat each array item as a scalar.
+				add( prefix, v );
+
+			} else {
+
+				// Item is non-scalar (array or object), encode its numeric index.
+				buildParams(
+					prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]",
+					v,
+					traditional,
+					add
+				);
+			}
+		} );
+
+	} else if ( !traditional && toType( obj ) === "object" ) {
+
+		// Serialize object item.
+		for ( name in obj ) {
+			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
+		}
+
+	} else {
+
+		// Serialize scalar item.
+		add( prefix, obj );
+	}
+}
+
+// Serialize an array of form elements or a set of
+// key/values into a query string
+jQuery.param = function( a, traditional ) {
+	var prefix,
+		s = [],
+		add = function( key, valueOrFunction ) {
+
+			// If value is a function, invoke it and use its return value
+			var value = isFunction( valueOrFunction ) ?
+				valueOrFunction() :
+				valueOrFunction;
+
+			s[ s.length ] = encodeURIComponent( key ) + "=" +
+				encodeURIComponent( value == null ? "" : value );
+		};
+
+	if ( a == null ) {
+		return "";
+	}
+
+	// If an array was passed in, assume that it is an array of form elements.
+	if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
+
+		// Serialize the form elements
+		jQuery.each( a, function() {
+			add( this.name, this.value );
+		} );
+
+	} else {
+
+		// If traditional, encode the "old" way (the way 1.3.2 or older
+		// did it), otherwise encode params recursively.
+		for ( prefix in a ) {
+			buildParams( prefix, a[ prefix ], traditional, add );
+		}
+	}
+
+	// Return the resulting serialization
+	return s.join( "&" );
+};
+
+jQuery.fn.extend( {
+	serialize: function() {
+		return jQuery.param( this.serializeArray() );
+	},
+	serializeArray: function() {
+		return this.map( function() {
+
+			// Can add propHook for "elements" to filter or add form elements
+			var elements = jQuery.prop( this, "elements" );
+			return elements ? jQuery.makeArray( elements ) : this;
+		} ).filter( function() {
+			var type = this.type;
+
+			// Use .is( ":disabled" ) so that fieldset[disabled] works
+			return this.name && !jQuery( this ).is( ":disabled" ) &&
+				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
+				( this.checked || !rcheckableType.test( type ) );
+		} ).map( function( _i, elem ) {
+			var val = jQuery( this ).val();
+
+			if ( val == null ) {
+				return null;
+			}
+
+			if ( Array.isArray( val ) ) {
+				return jQuery.map( val, function( val ) {
+					return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+				} );
+			}
+
+			return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
+		} ).get();
+	}
+} );
+
+
+var
+	r20 = /%20/g,
+	rhash = /#.*$/,
+	rantiCache = /([?&])_=[^&]*/,
+	rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg,
+
+	// #7653, #8125, #8152: local protocol detection
+	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
+	rnoContent = /^(?:GET|HEAD)$/,
+	rprotocol = /^\/\//,
+
+	/* Prefilters
+	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
+	 * 2) These are called:
+	 *    - BEFORE asking for a transport
+	 *    - AFTER param serialization (s.data is a string if s.processData is true)
+	 * 3) key is the dataType
+	 * 4) the catchall symbol "*" can be used
+	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
+	 */
+	prefilters = {},
+
+	/* Transports bindings
+	 * 1) key is the dataType
+	 * 2) the catchall symbol "*" can be used
+	 * 3) selection will start with transport dataType and THEN go to "*" if needed
+	 */
+	transports = {},
+
+	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
+	allTypes = "*/".concat( "*" ),
+
+	// Anchor tag for parsing the document origin
+	originAnchor = document.createElement( "a" );
+
+originAnchor.href = location.href;
+
+// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
+function addToPrefiltersOrTransports( structure ) {
+
+	// dataTypeExpression is optional and defaults to "*"
+	return function( dataTypeExpression, func ) {
+
+		if ( typeof dataTypeExpression !== "string" ) {
+			func = dataTypeExpression;
+			dataTypeExpression = "*";
+		}
+
+		var dataType,
+			i = 0,
+			dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || [];
+
+		if ( isFunction( func ) ) {
+
+			// For each dataType in the dataTypeExpression
+			while ( ( dataType = dataTypes[ i++ ] ) ) {
+
+				// Prepend if requested
+				if ( dataType[ 0 ] === "+" ) {
+					dataType = dataType.slice( 1 ) || "*";
+					( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func );
+
+				// Otherwise append
+				} else {
+					( structure[ dataType ] = structure[ dataType ] || [] ).push( func );
+				}
+			}
+		}
+	};
+}
+
+// Base inspection function for prefilters and transports
+function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
+
+	var inspected = {},
+		seekingTransport = ( structure === transports );
+
+	function inspect( dataType ) {
+		var selected;
+		inspected[ dataType ] = true;
+		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
+			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
+			if ( typeof dataTypeOrTransport === "string" &&
+				!seekingTransport && !inspected[ dataTypeOrTransport ] ) {
+
+				options.dataTypes.unshift( dataTypeOrTransport );
+				inspect( dataTypeOrTransport );
+				return false;
+			} else if ( seekingTransport ) {
+				return !( selected = dataTypeOrTransport );
+			}
+		} );
+		return selected;
+	}
+
+	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
+}
+
+// A special extend for ajax options
+// that takes "flat" options (not to be deep extended)
+// Fixes #9887
+function ajaxExtend( target, src ) {
+	var key, deep,
+		flatOptions = jQuery.ajaxSettings.flatOptions || {};
+
+	for ( key in src ) {
+		if ( src[ key ] !== undefined ) {
+			( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ];
+		}
+	}
+	if ( deep ) {
+		jQuery.extend( true, target, deep );
+	}
+
+	return target;
+}
+
+/* Handles responses to an ajax request:
+ * - finds the right dataType (mediates between content-type and expected dataType)
+ * - returns the corresponding response
+ */
+function ajaxHandleResponses( s, jqXHR, responses ) {
+
+	var ct, type, finalDataType, firstDataType,
+		contents = s.contents,
+		dataTypes = s.dataTypes;
+
+	// Remove auto dataType and get content-type in the process
+	while ( dataTypes[ 0 ] === "*" ) {
+		dataTypes.shift();
+		if ( ct === undefined ) {
+			ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" );
+		}
+	}
+
+	// Check if we're dealing with a known content-type
+	if ( ct ) {
+		for ( type in contents ) {
+			if ( contents[ type ] && contents[ type ].test( ct ) ) {
+				dataTypes.unshift( type );
+				break;
+			}
+		}
+	}
+
+	// Check to see if we have a response for the expected dataType
+	if ( dataTypes[ 0 ] in responses ) {
+		finalDataType = dataTypes[ 0 ];
+	} else {
+
+		// Try convertible dataTypes
+		for ( type in responses ) {
+			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) {
+				finalDataType = type;
+				break;
+			}
+			if ( !firstDataType ) {
+				firstDataType = type;
+			}
+		}
+
+		// Or just use first one
+		finalDataType = finalDataType || firstDataType;
+	}
+
+	// If we found a dataType
+	// We add the dataType to the list if needed
+	// and return the corresponding response
+	if ( finalDataType ) {
+		if ( finalDataType !== dataTypes[ 0 ] ) {
+			dataTypes.unshift( finalDataType );
+		}
+		return responses[ finalDataType ];
+	}
+}
+
+/* Chain conversions given the request and the original response
+ * Also sets the responseXXX fields on the jqXHR instance
+ */
+function ajaxConvert( s, response, jqXHR, isSuccess ) {
+	var conv2, current, conv, tmp, prev,
+		converters = {},
+
+		// Work with a copy of dataTypes in case we need to modify it for conversion
+		dataTypes = s.dataTypes.slice();
+
+	// Create converters map with lowercased keys
+	if ( dataTypes[ 1 ] ) {
+		for ( conv in s.converters ) {
+			converters[ conv.toLowerCase() ] = s.converters[ conv ];
+		}
+	}
+
+	current = dataTypes.shift();
+
+	// Convert to each sequential dataType
+	while ( current ) {
+
+		if ( s.responseFields[ current ] ) {
+			jqXHR[ s.responseFields[ current ] ] = response;
+		}
+
+		// Apply the dataFilter if provided
+		if ( !prev && isSuccess && s.dataFilter ) {
+			response = s.dataFilter( response, s.dataType );
+		}
+
+		prev = current;
+		current = dataTypes.shift();
+
+		if ( current ) {
+
+			// There's only work to do if current dataType is non-auto
+			if ( current === "*" ) {
+
+				current = prev;
+
+			// Convert response if prev dataType is non-auto and differs from current
+			} else if ( prev !== "*" && prev !== current ) {
+
+				// Seek a direct converter
+				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
+
+				// If none found, seek a pair
+				if ( !conv ) {
+					for ( conv2 in converters ) {
+
+						// If conv2 outputs current
+						tmp = conv2.split( " " );
+						if ( tmp[ 1 ] === current ) {
+
+							// If prev can be converted to accepted input
+							conv = converters[ prev + " " + tmp[ 0 ] ] ||
+								converters[ "* " + tmp[ 0 ] ];
+							if ( conv ) {
+
+								// Condense equivalence converters
+								if ( conv === true ) {
+									conv = converters[ conv2 ];
+
+								// Otherwise, insert the intermediate dataType
+								} else if ( converters[ conv2 ] !== true ) {
+									current = tmp[ 0 ];
+									dataTypes.unshift( tmp[ 1 ] );
+								}
+								break;
+							}
+						}
+					}
+				}
+
+				// Apply converter (if not an equivalence)
+				if ( conv !== true ) {
+
+					// Unless errors are allowed to bubble, catch and return them
+					if ( conv && s.throws ) {
+						response = conv( response );
+					} else {
+						try {
+							response = conv( response );
+						} catch ( e ) {
+							return {
+								state: "parsererror",
+								error: conv ? e : "No conversion from " + prev + " to " + current
+							};
+						}
+					}
+				}
+			}
+		}
+	}
+
+	return { state: "success", data: response };
+}
+
+jQuery.extend( {
+
+	// Counter for holding the number of active queries
+	active: 0,
+
+	// Last-Modified header cache for next request
+	lastModified: {},
+	etag: {},
+
+	ajaxSettings: {
+		url: location.href,
+		type: "GET",
+		isLocal: rlocalProtocol.test( location.protocol ),
+		global: true,
+		processData: true,
+		async: true,
+		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
+
+		/*
+		timeout: 0,
+		data: null,
+		dataType: null,
+		username: null,
+		password: null,
+		cache: null,
+		throws: false,
+		traditional: false,
+		headers: {},
+		*/
+
+		accepts: {
+			"*": allTypes,
+			text: "text/plain",
+			html: "text/html",
+			xml: "application/xml, text/xml",
+			json: "application/json, text/javascript"
+		},
+
+		contents: {
+			xml: /\bxml\b/,
+			html: /\bhtml/,
+			json: /\bjson\b/
+		},
+
+		responseFields: {
+			xml: "responseXML",
+			text: "responseText",
+			json: "responseJSON"
+		},
+
+		// Data converters
+		// Keys separate source (or catchall "*") and destination types with a single space
+		converters: {
+
+			// Convert anything to text
+			"* text": String,
+
+			// Text to html (true = no transformation)
+			"text html": true,
+
+			// Evaluate text as a json expression
+			"text json": JSON.parse,
+
+			// Parse text as xml
+			"text xml": jQuery.parseXML
+		},
+
+		// For options that shouldn't be deep extended:
+		// you can add your own custom options here if
+		// and when you create one that shouldn't be
+		// deep extended (see ajaxExtend)
+		flatOptions: {
+			url: true,
+			context: true
+		}
+	},
+
+	// Creates a full fledged settings object into target
+	// with both ajaxSettings and settings fields.
+	// If target is omitted, writes into ajaxSettings.
+	ajaxSetup: function( target, settings ) {
+		return settings ?
+
+			// Building a settings object
+			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
+
+			// Extending ajaxSettings
+			ajaxExtend( jQuery.ajaxSettings, target );
+	},
+
+	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
+	ajaxTransport: addToPrefiltersOrTransports( transports ),
+
+	// Main method
+	ajax: function( url, options ) {
+
+		// If url is an object, simulate pre-1.5 signature
+		if ( typeof url === "object" ) {
+			options = url;
+			url = undefined;
+		}
+
+		// Force options to be an object
+		options = options || {};
+
+		var transport,
+
+			// URL without anti-cache param
+			cacheURL,
+
+			// Response headers
+			responseHeadersString,
+			responseHeaders,
+
+			// timeout handle
+			timeoutTimer,
+
+			// Url cleanup var
+			urlAnchor,
+
+			// Request state (becomes false upon send and true upon completion)
+			completed,
+
+			// To know if global events are to be dispatched
+			fireGlobals,
+
+			// Loop variable
+			i,
+
+			// uncached part of the url
+			uncached,
+
+			// Create the final options object
+			s = jQuery.ajaxSetup( {}, options ),
+
+			// Callbacks context
+			callbackContext = s.context || s,
+
+			// Context for global events is callbackContext if it is a DOM node or jQuery collection
+			globalEventContext = s.context &&
+				( callbackContext.nodeType || callbackContext.jquery ) ?
+				jQuery( callbackContext ) :
+				jQuery.event,
+
+			// Deferreds
+			deferred = jQuery.Deferred(),
+			completeDeferred = jQuery.Callbacks( "once memory" ),
+
+			// Status-dependent callbacks
+			statusCode = s.statusCode || {},
+
+			// Headers (they are sent all at once)
+			requestHeaders = {},
+			requestHeadersNames = {},
+
+			// Default abort message
+			strAbort = "canceled",
+
+			// Fake xhr
+			jqXHR = {
+				readyState: 0,
+
+				// Builds headers hashtable if needed
+				getResponseHeader: function( key ) {
+					var match;
+					if ( completed ) {
+						if ( !responseHeaders ) {
+							responseHeaders = {};
+							while ( ( match = rheaders.exec( responseHeadersString ) ) ) {
+								responseHeaders[ match[ 1 ].toLowerCase() + " " ] =
+									( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] )
+										.concat( match[ 2 ] );
+							}
+						}
+						match = responseHeaders[ key.toLowerCase() + " " ];
+					}
+					return match == null ? null : match.join( ", " );
+				},
+
+				// Raw string
+				getAllResponseHeaders: function() {
+					return completed ? responseHeadersString : null;
+				},
+
+				// Caches the header
+				setRequestHeader: function( name, value ) {
+					if ( completed == null ) {
+						name = requestHeadersNames[ name.toLowerCase() ] =
+							requestHeadersNames[ name.toLowerCase() ] || name;
+						requestHeaders[ name ] = value;
+					}
+					return this;
+				},
+
+				// Overrides response content-type header
+				overrideMimeType: function( type ) {
+					if ( completed == null ) {
+						s.mimeType = type;
+					}
+					return this;
+				},
+
+				// Status-dependent callbacks
+				statusCode: function( map ) {
+					var code;
+					if ( map ) {
+						if ( completed ) {
+
+							// Execute the appropriate callbacks
+							jqXHR.always( map[ jqXHR.status ] );
+						} else {
+
+							// Lazy-add the new callbacks in a way that preserves old ones
+							for ( code in map ) {
+								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
+							}
+						}
+					}
+					return this;
+				},
+
+				// Cancel the request
+				abort: function( statusText ) {
+					var finalText = statusText || strAbort;
+					if ( transport ) {
+						transport.abort( finalText );
+					}
+					done( 0, finalText );
+					return this;
+				}
+			};
+
+		// Attach deferreds
+		deferred.promise( jqXHR );
+
+		// Add protocol if not provided (prefilters might expect it)
+		// Handle falsy url in the settings object (#10093: consistency with old signature)
+		// We also use the url parameter if available
+		s.url = ( ( url || s.url || location.href ) + "" )
+			.replace( rprotocol, location.protocol + "//" );
+
+		// Alias method option to type as per ticket #12004
+		s.type = options.method || options.type || s.method || s.type;
+
+		// Extract dataTypes list
+		s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ];
+
+		// A cross-domain request is in order when the origin doesn't match the current origin.
+		if ( s.crossDomain == null ) {
+			urlAnchor = document.createElement( "a" );
+
+			// Support: IE <=8 - 11, Edge 12 - 15
+			// IE throws exception on accessing the href property if url is malformed,
+			// e.g. http://example.com:80x/
+			try {
+				urlAnchor.href = s.url;
+
+				// Support: IE <=8 - 11 only
+				// Anchor's host property isn't correctly set when s.url is relative
+				urlAnchor.href = urlAnchor.href;
+				s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !==
+					urlAnchor.protocol + "//" + urlAnchor.host;
+			} catch ( e ) {
+
+				// If there is an error parsing the URL, assume it is crossDomain,
+				// it can be rejected by the transport if it is invalid
+				s.crossDomain = true;
+			}
+		}
+
+		// Convert data if not already a string
+		if ( s.data && s.processData && typeof s.data !== "string" ) {
+			s.data = jQuery.param( s.data, s.traditional );
+		}
+
+		// Apply prefilters
+		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
+
+		// If request was aborted inside a prefilter, stop there
+		if ( completed ) {
+			return jqXHR;
+		}
+
+		// We can fire global events as of now if asked to
+		// Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118)
+		fireGlobals = jQuery.event && s.global;
+
+		// Watch for a new set of requests
+		if ( fireGlobals && jQuery.active++ === 0 ) {
+			jQuery.event.trigger( "ajaxStart" );
+		}
+
+		// Uppercase the type
+		s.type = s.type.toUpperCase();
+
+		// Determine if request has content
+		s.hasContent = !rnoContent.test( s.type );
+
+		// Save the URL in case we're toying with the If-Modified-Since
+		// and/or If-None-Match header later on
+		// Remove hash to simplify url manipulation
+		cacheURL = s.url.replace( rhash, "" );
+
+		// More options handling for requests with no content
+		if ( !s.hasContent ) {
+
+			// Remember the hash so we can put it back
+			uncached = s.url.slice( cacheURL.length );
+
+			// If data is available and should be processed, append data to url
+			if ( s.data && ( s.processData || typeof s.data === "string" ) ) {
+				cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data;
+
+				// #9682: remove data so that it's not used in an eventual retry
+				delete s.data;
+			}
+
+			// Add or update anti-cache param if needed
+			if ( s.cache === false ) {
+				cacheURL = cacheURL.replace( rantiCache, "$1" );
+				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
+					uncached;
+			}
+
+			// Put hash and anti-cache on the URL that will be requested (gh-1732)
+			s.url = cacheURL + uncached;
+
+		// Change '%20' to '+' if this is encoded form body content (gh-2658)
+		} else if ( s.data && s.processData &&
+			( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) {
+			s.data = s.data.replace( r20, "+" );
+		}
+
+		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+		if ( s.ifModified ) {
+			if ( jQuery.lastModified[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
+			}
+			if ( jQuery.etag[ cacheURL ] ) {
+				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
+			}
+		}
+
+		// Set the correct header, if data is being sent
+		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
+			jqXHR.setRequestHeader( "Content-Type", s.contentType );
+		}
+
+		// Set the Accepts header for the server, depending on the dataType
+		jqXHR.setRequestHeader(
+			"Accept",
+			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ?
+				s.accepts[ s.dataTypes[ 0 ] ] +
+					( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
+				s.accepts[ "*" ]
+		);
+
+		// Check for headers option
+		for ( i in s.headers ) {
+			jqXHR.setRequestHeader( i, s.headers[ i ] );
+		}
+
+		// Allow custom headers/mimetypes and early abort
+		if ( s.beforeSend &&
+			( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) {
+
+			// Abort if not done already and return
+			return jqXHR.abort();
+		}
+
+		// Aborting is no longer a cancellation
+		strAbort = "abort";
+
+		// Install callbacks on deferreds
+		completeDeferred.add( s.complete );
+		jqXHR.done( s.success );
+		jqXHR.fail( s.error );
+
+		// Get transport
+		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
+
+		// If no transport, we auto-abort
+		if ( !transport ) {
+			done( -1, "No Transport" );
+		} else {
+			jqXHR.readyState = 1;
+
+			// Send global event
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
+			}
+
+			// If request was aborted inside ajaxSend, stop there
+			if ( completed ) {
+				return jqXHR;
+			}
+
+			// Timeout
+			if ( s.async && s.timeout > 0 ) {
+				timeoutTimer = window.setTimeout( function() {
+					jqXHR.abort( "timeout" );
+				}, s.timeout );
+			}
+
+			try {
+				completed = false;
+				transport.send( requestHeaders, done );
+			} catch ( e ) {
+
+				// Rethrow post-completion exceptions
+				if ( completed ) {
+					throw e;
+				}
+
+				// Propagate others as results
+				done( -1, e );
+			}
+		}
+
+		// Callback for when everything is done
+		function done( status, nativeStatusText, responses, headers ) {
+			var isSuccess, success, error, response, modified,
+				statusText = nativeStatusText;
+
+			// Ignore repeat invocations
+			if ( completed ) {
+				return;
+			}
+
+			completed = true;
+
+			// Clear timeout if it exists
+			if ( timeoutTimer ) {
+				window.clearTimeout( timeoutTimer );
+			}
+
+			// Dereference transport for early garbage collection
+			// (no matter how long the jqXHR object will be used)
+			transport = undefined;
+
+			// Cache response headers
+			responseHeadersString = headers || "";
+
+			// Set readyState
+			jqXHR.readyState = status > 0 ? 4 : 0;
+
+			// Determine if successful
+			isSuccess = status >= 200 && status < 300 || status === 304;
+
+			// Get response data
+			if ( responses ) {
+				response = ajaxHandleResponses( s, jqXHR, responses );
+			}
+
+			// Use a noop converter for missing script but not if jsonp
+			if ( !isSuccess &&
+				jQuery.inArray( "script", s.dataTypes ) > -1 &&
+				jQuery.inArray( "json", s.dataTypes ) < 0 ) {
+				s.converters[ "text script" ] = function() {};
+			}
+
+			// Convert no matter what (that way responseXXX fields are always set)
+			response = ajaxConvert( s, response, jqXHR, isSuccess );
+
+			// If successful, handle type chaining
+			if ( isSuccess ) {
+
+				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
+				if ( s.ifModified ) {
+					modified = jqXHR.getResponseHeader( "Last-Modified" );
+					if ( modified ) {
+						jQuery.lastModified[ cacheURL ] = modified;
+					}
+					modified = jqXHR.getResponseHeader( "etag" );
+					if ( modified ) {
+						jQuery.etag[ cacheURL ] = modified;
+					}
+				}
+
+				// if no content
+				if ( status === 204 || s.type === "HEAD" ) {
+					statusText = "nocontent";
+
+				// if not modified
+				} else if ( status === 304 ) {
+					statusText = "notmodified";
+
+				// If we have data, let's convert it
+				} else {
+					statusText = response.state;
+					success = response.data;
+					error = response.error;
+					isSuccess = !error;
+				}
+			} else {
+
+				// Extract error from statusText and normalize for non-aborts
+				error = statusText;
+				if ( status || !statusText ) {
+					statusText = "error";
+					if ( status < 0 ) {
+						status = 0;
+					}
+				}
+			}
+
+			// Set data for the fake xhr object
+			jqXHR.status = status;
+			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
+
+			// Success/Error
+			if ( isSuccess ) {
+				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
+			} else {
+				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
+			}
+
+			// Status-dependent callbacks
+			jqXHR.statusCode( statusCode );
+			statusCode = undefined;
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
+					[ jqXHR, s, isSuccess ? success : error ] );
+			}
+
+			// Complete
+			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
+
+			if ( fireGlobals ) {
+				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
+
+				// Handle the global AJAX counter
+				if ( !( --jQuery.active ) ) {
+					jQuery.event.trigger( "ajaxStop" );
+				}
+			}
+		}
+
+		return jqXHR;
+	},
+
+	getJSON: function( url, data, callback ) {
+		return jQuery.get( url, data, callback, "json" );
+	},
+
+	getScript: function( url, callback ) {
+		return jQuery.get( url, undefined, callback, "script" );
+	}
+} );
+
+jQuery.each( [ "get", "post" ], function( _i, method ) {
+	jQuery[ method ] = function( url, data, callback, type ) {
+
+		// Shift arguments if data argument was omitted
+		if ( isFunction( data ) ) {
+			type = type || callback;
+			callback = data;
+			data = undefined;
+		}
+
+		// The url can be an options object (which then must have .url)
+		return jQuery.ajax( jQuery.extend( {
+			url: url,
+			type: method,
+			dataType: type,
+			data: data,
+			success: callback
+		}, jQuery.isPlainObject( url ) && url ) );
+	};
+} );
+
+jQuery.ajaxPrefilter( function( s ) {
+	var i;
+	for ( i in s.headers ) {
+		if ( i.toLowerCase() === "content-type" ) {
+			s.contentType = s.headers[ i ] || "";
+		}
+	}
+} );
+
+
+jQuery._evalUrl = function( url, options, doc ) {
+	return jQuery.ajax( {
+		url: url,
+
+		// Make this explicit, since user can override this through ajaxSetup (#11264)
+		type: "GET",
+		dataType: "script",
+		cache: true,
+		async: false,
+		global: false,
+
+		// Only evaluate the response if it is successful (gh-4126)
+		// dataFilter is not invoked for failure responses, so using it instead
+		// of the default converter is kludgy but it works.
+		converters: {
+			"text script": function() {}
+		},
+		dataFilter: function( response ) {
+			jQuery.globalEval( response, options, doc );
+		}
+	} );
+};
+
+
+jQuery.fn.extend( {
+	wrapAll: function( html ) {
+		var wrap;
+
+		if ( this[ 0 ] ) {
+			if ( isFunction( html ) ) {
+				html = html.call( this[ 0 ] );
+			}
+
+			// The elements to wrap the target around
+			wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true );
+
+			if ( this[ 0 ].parentNode ) {
+				wrap.insertBefore( this[ 0 ] );
+			}
+
+			wrap.map( function() {
+				var elem = this;
+
+				while ( elem.firstElementChild ) {
+					elem = elem.firstElementChild;
+				}
+
+				return elem;
+			} ).append( this );
+		}
+
+		return this;
+	},
+
+	wrapInner: function( html ) {
+		if ( isFunction( html ) ) {
+			return this.each( function( i ) {
+				jQuery( this ).wrapInner( html.call( this, i ) );
+			} );
+		}
+
+		return this.each( function() {
+			var self = jQuery( this ),
+				contents = self.contents();
+
+			if ( contents.length ) {
+				contents.wrapAll( html );
+
+			} else {
+				self.append( html );
+			}
+		} );
+	},
+
+	wrap: function( html ) {
+		var htmlIsFunction = isFunction( html );
+
+		return this.each( function( i ) {
+			jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html );
+		} );
+	},
+
+	unwrap: function( selector ) {
+		this.parent( selector ).not( "body" ).each( function() {
+			jQuery( this ).replaceWith( this.childNodes );
+		} );
+		return this;
+	}
+} );
+
+
+jQuery.expr.pseudos.hidden = function( elem ) {
+	return !jQuery.expr.pseudos.visible( elem );
+};
+jQuery.expr.pseudos.visible = function( elem ) {
+	return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length );
+};
+
+
+
+
+jQuery.ajaxSettings.xhr = function() {
+	try {
+		return new window.XMLHttpRequest();
+	} catch ( e ) {}
+};
+
+var xhrSuccessStatus = {
+
+		// File protocol always yields status code 0, assume 200
+		0: 200,
+
+		// Support: IE <=9 only
+		// #1450: sometimes IE returns 1223 when it should be 204
+		1223: 204
+	},
+	xhrSupported = jQuery.ajaxSettings.xhr();
+
+support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
+support.ajax = xhrSupported = !!xhrSupported;
+
+jQuery.ajaxTransport( function( options ) {
+	var callback, errorCallback;
+
+	// Cross domain only allowed if supported through XMLHttpRequest
+	if ( support.cors || xhrSupported && !options.crossDomain ) {
+		return {
+			send: function( headers, complete ) {
+				var i,
+					xhr = options.xhr();
+
+				xhr.open(
+					options.type,
+					options.url,
+					options.async,
+					options.username,
+					options.password
+				);
+
+				// Apply custom fields if provided
+				if ( options.xhrFields ) {
+					for ( i in options.xhrFields ) {
+						xhr[ i ] = options.xhrFields[ i ];
+					}
+				}
+
+				// Override mime type if needed
+				if ( options.mimeType && xhr.overrideMimeType ) {
+					xhr.overrideMimeType( options.mimeType );
+				}
+
+				// X-Requested-With header
+				// For cross-domain requests, seeing as conditions for a preflight are
+				// akin to a jigsaw puzzle, we simply never set it to be sure.
+				// (it can always be set on a per-request basis or even using ajaxSetup)
+				// For same-domain requests, won't change header if already provided.
+				if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) {
+					headers[ "X-Requested-With" ] = "XMLHttpRequest";
+				}
+
+				// Set headers
+				for ( i in headers ) {
+					xhr.setRequestHeader( i, headers[ i ] );
+				}
+
+				// Callback
+				callback = function( type ) {
+					return function() {
+						if ( callback ) {
+							callback = errorCallback = xhr.onload =
+								xhr.onerror = xhr.onabort = xhr.ontimeout =
+									xhr.onreadystatechange = null;
+
+							if ( type === "abort" ) {
+								xhr.abort();
+							} else if ( type === "error" ) {
+
+								// Support: IE <=9 only
+								// On a manual native abort, IE9 throws
+								// errors on any property access that is not readyState
+								if ( typeof xhr.status !== "number" ) {
+									complete( 0, "error" );
+								} else {
+									complete(
+
+										// File: protocol always yields status 0; see #8605, #14207
+										xhr.status,
+										xhr.statusText
+									);
+								}
+							} else {
+								complete(
+									xhrSuccessStatus[ xhr.status ] || xhr.status,
+									xhr.statusText,
+
+									// Support: IE <=9 only
+									// IE9 has no XHR2 but throws on binary (trac-11426)
+									// For XHR2 non-text, let the caller handle it (gh-2498)
+									( xhr.responseType || "text" ) !== "text"  ||
+									typeof xhr.responseText !== "string" ?
+										{ binary: xhr.response } :
+										{ text: xhr.responseText },
+									xhr.getAllResponseHeaders()
+								);
+							}
+						}
+					};
+				};
+
+				// Listen to events
+				xhr.onload = callback();
+				errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" );
+
+				// Support: IE 9 only
+				// Use onreadystatechange to replace onabort
+				// to handle uncaught aborts
+				if ( xhr.onabort !== undefined ) {
+					xhr.onabort = errorCallback;
+				} else {
+					xhr.onreadystatechange = function() {
+
+						// Check readyState before timeout as it changes
+						if ( xhr.readyState === 4 ) {
+
+							// Allow onerror to be called first,
+							// but that will not handle a native abort
+							// Also, save errorCallback to a variable
+							// as xhr.onerror cannot be accessed
+							window.setTimeout( function() {
+								if ( callback ) {
+									errorCallback();
+								}
+							} );
+						}
+					};
+				}
+
+				// Create the abort callback
+				callback = callback( "abort" );
+
+				try {
+
+					// Do send the request (this may raise an exception)
+					xhr.send( options.hasContent && options.data || null );
+				} catch ( e ) {
+
+					// #14683: Only rethrow if this hasn't been notified as an error yet
+					if ( callback ) {
+						throw e;
+					}
+				}
+			},
+
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432)
+jQuery.ajaxPrefilter( function( s ) {
+	if ( s.crossDomain ) {
+		s.contents.script = false;
+	}
+} );
+
+// Install script dataType
+jQuery.ajaxSetup( {
+	accepts: {
+		script: "text/javascript, application/javascript, " +
+			"application/ecmascript, application/x-ecmascript"
+	},
+	contents: {
+		script: /\b(?:java|ecma)script\b/
+	},
+	converters: {
+		"text script": function( text ) {
+			jQuery.globalEval( text );
+			return text;
+		}
+	}
+} );
+
+// Handle cache's special case and crossDomain
+jQuery.ajaxPrefilter( "script", function( s ) {
+	if ( s.cache === undefined ) {
+		s.cache = false;
+	}
+	if ( s.crossDomain ) {
+		s.type = "GET";
+	}
+} );
+
+// Bind script tag hack transport
+jQuery.ajaxTransport( "script", function( s ) {
+
+	// This transport only deals with cross domain or forced-by-attrs requests
+	if ( s.crossDomain || s.scriptAttrs ) {
+		var script, callback;
+		return {
+			send: function( _, complete ) {
+				script = jQuery( "<script>" )
+					.attr( s.scriptAttrs || {} )
+					.prop( { charset: s.scriptCharset, src: s.url } )
+					.on( "load error", callback = function( evt ) {
+						script.remove();
+						callback = null;
+						if ( evt ) {
+							complete( evt.type === "error" ? 404 : 200, evt.type );
+						}
+					} );
+
+				// Use native DOM manipulation to avoid our domManip AJAX trickery
+				document.head.appendChild( script[ 0 ] );
+			},
+			abort: function() {
+				if ( callback ) {
+					callback();
+				}
+			}
+		};
+	}
+} );
+
+
+
+
+var oldCallbacks = [],
+	rjsonp = /(=)\?(?=&|$)|\?\?/;
+
+// Default jsonp settings
+jQuery.ajaxSetup( {
+	jsonp: "callback",
+	jsonpCallback: function() {
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
+		this[ callback ] = true;
+		return callback;
+	}
+} );
+
+// Detect, normalize options and install callbacks for jsonp requests
+jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
+
+	var callbackName, overwritten, responseContainer,
+		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
+			"url" :
+			typeof s.data === "string" &&
+				( s.contentType || "" )
+					.indexOf( "application/x-www-form-urlencoded" ) === 0 &&
+				rjsonp.test( s.data ) && "data"
+		);
+
+	// Handle iff the expected data type is "jsonp" or we have a parameter to set
+	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
+
+		// Get callback name, remembering preexisting value associated with it
+		callbackName = s.jsonpCallback = isFunction( s.jsonpCallback ) ?
+			s.jsonpCallback() :
+			s.jsonpCallback;
+
+		// Insert callback into url or form data
+		if ( jsonProp ) {
+			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
+		} else if ( s.jsonp !== false ) {
+			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
+		}
+
+		// Use data converter to retrieve json after script execution
+		s.converters[ "script json" ] = function() {
+			if ( !responseContainer ) {
+				jQuery.error( callbackName + " was not called" );
+			}
+			return responseContainer[ 0 ];
+		};
+
+		// Force json dataType
+		s.dataTypes[ 0 ] = "json";
+
+		// Install callback
+		overwritten = window[ callbackName ];
+		window[ callbackName ] = function() {
+			responseContainer = arguments;
+		};
+
+		// Clean-up function (fires after converters)
+		jqXHR.always( function() {
+
+			// If previous value didn't exist - remove it
+			if ( overwritten === undefined ) {
+				jQuery( window ).removeProp( callbackName );
+
+			// Otherwise restore preexisting value
+			} else {
+				window[ callbackName ] = overwritten;
+			}
+
+			// Save back as free
+			if ( s[ callbackName ] ) {
+
+				// Make sure that re-using the options doesn't screw things around
+				s.jsonpCallback = originalSettings.jsonpCallback;
+
+				// Save the callback name for future use
+				oldCallbacks.push( callbackName );
+			}
+
+			// Call if it was a function and we have a response
+			if ( responseContainer && isFunction( overwritten ) ) {
+				overwritten( responseContainer[ 0 ] );
+			}
+
+			responseContainer = overwritten = undefined;
+		} );
+
+		// Delegate to script
+		return "script";
+	}
+} );
+
+
+
+
+// Support: Safari 8 only
+// In Safari 8 documents created via document.implementation.createHTMLDocument
+// collapse sibling forms: the second one becomes a child of the first one.
+// Because of that, this security measure has to be disabled in Safari 8.
+// https://bugs.webkit.org/show_bug.cgi?id=137337
+support.createHTMLDocument = ( function() {
+	var body = document.implementation.createHTMLDocument( "" ).body;
+	body.innerHTML = "<form></form><form></form>";
+	return body.childNodes.length === 2;
+} )();
+
+
+// Argument "data" should be string of html
+// context (optional): If specified, the fragment will be created in this context,
+// defaults to document
+// keepScripts (optional): If true, will include scripts passed in the html string
+jQuery.parseHTML = function( data, context, keepScripts ) {
+	if ( typeof data !== "string" ) {
+		return [];
+	}
+	if ( typeof context === "boolean" ) {
+		keepScripts = context;
+		context = false;
+	}
+
+	var base, parsed, scripts;
+
+	if ( !context ) {
+
+		// Stop scripts or inline event handlers from being executed immediately
+		// by using document.implementation
+		if ( support.createHTMLDocument ) {
+			context = document.implementation.createHTMLDocument( "" );
+
+			// Set the base href for the created document
+			// so any parsed elements with URLs
+			// are based on the document's URL (gh-2965)
+			base = context.createElement( "base" );
+			base.href = document.location.href;
+			context.head.appendChild( base );
+		} else {
+			context = document;
+		}
+	}
+
+	parsed = rsingleTag.exec( data );
+	scripts = !keepScripts && [];
+
+	// Single tag
+	if ( parsed ) {
+		return [ context.createElement( parsed[ 1 ] ) ];
+	}
+
+	parsed = buildFragment( [ data ], context, scripts );
+
+	if ( scripts && scripts.length ) {
+		jQuery( scripts ).remove();
+	}
+
+	return jQuery.merge( [], parsed.childNodes );
+};
+
+
+/**
+ * Load a url into a page
+ */
+jQuery.fn.load = function( url, params, callback ) {
+	var selector, type, response,
+		self = this,
+		off = url.indexOf( " " );
+
+	if ( off > -1 ) {
+		selector = stripAndCollapse( url.slice( off ) );
+		url = url.slice( 0, off );
+	}
+
+	// If it's a function
+	if ( isFunction( params ) ) {
+
+		// We assume that it's the callback
+		callback = params;
+		params = undefined;
+
+	// Otherwise, build a param string
+	} else if ( params && typeof params === "object" ) {
+		type = "POST";
+	}
+
+	// If we have elements to modify, make the request
+	if ( self.length > 0 ) {
+		jQuery.ajax( {
+			url: url,
+
+			// If "type" variable is undefined, then "GET" method will be used.
+			// Make value of this field explicit since
+			// user can override it through ajaxSetup method
+			type: type || "GET",
+			dataType: "html",
+			data: params
+		} ).done( function( responseText ) {
+
+			// Save response for use in complete callback
+			response = arguments;
+
+			self.html( selector ?
+
+				// If a selector was specified, locate the right elements in a dummy div
+				// Exclude scripts to avoid IE 'Permission Denied' errors
+				jQuery( "<div>" ).append( jQuery.parseHTML( responseText ) ).find( selector ) :
+
+				// Otherwise use the full result
+				responseText );
+
+		// If the request succeeds, this function gets "data", "status", "jqXHR"
+		// but they are ignored because response was set above.
+		// If it fails, this function gets "jqXHR", "status", "error"
+		} ).always( callback && function( jqXHR, status ) {
+			self.each( function() {
+				callback.apply( this, response || [ jqXHR.responseText, status, jqXHR ] );
+			} );
+		} );
+	}
+
+	return this;
+};
+
+
+
+
+jQuery.expr.pseudos.animated = function( elem ) {
+	return jQuery.grep( jQuery.timers, function( fn ) {
+		return elem === fn.elem;
+	} ).length;
+};
+
+
+
+
+jQuery.offset = {
+	setOffset: function( elem, options, i ) {
+		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
+			position = jQuery.css( elem, "position" ),
+			curElem = jQuery( elem ),
+			props = {};
+
+		// Set position first, in-case top/left are set even on static elem
+		if ( position === "static" ) {
+			elem.style.position = "relative";
+		}
+
+		curOffset = curElem.offset();
+		curCSSTop = jQuery.css( elem, "top" );
+		curCSSLeft = jQuery.css( elem, "left" );
+		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
+			( curCSSTop + curCSSLeft ).indexOf( "auto" ) > -1;
+
+		// Need to be able to calculate position if either
+		// top or left is auto and position is either absolute or fixed
+		if ( calculatePosition ) {
+			curPosition = curElem.position();
+			curTop = curPosition.top;
+			curLeft = curPosition.left;
+
+		} else {
+			curTop = parseFloat( curCSSTop ) || 0;
+			curLeft = parseFloat( curCSSLeft ) || 0;
+		}
+
+		if ( isFunction( options ) ) {
+
+			// Use jQuery.extend here to allow modification of coordinates argument (gh-1848)
+			options = options.call( elem, i, jQuery.extend( {}, curOffset ) );
+		}
+
+		if ( options.top != null ) {
+			props.top = ( options.top - curOffset.top ) + curTop;
+		}
+		if ( options.left != null ) {
+			props.left = ( options.left - curOffset.left ) + curLeft;
+		}
+
+		if ( "using" in options ) {
+			options.using.call( elem, props );
+
+		} else {
+			curElem.css( props );
+		}
+	}
+};
+
+jQuery.fn.extend( {
+
+	// offset() relates an element's border box to the document origin
+	offset: function( options ) {
+
+		// Preserve chaining for setter
+		if ( arguments.length ) {
+			return options === undefined ?
+				this :
+				this.each( function( i ) {
+					jQuery.offset.setOffset( this, options, i );
+				} );
+		}
+
+		var rect, win,
+			elem = this[ 0 ];
+
+		if ( !elem ) {
+			return;
+		}
+
+		// Return zeros for disconnected and hidden (display: none) elements (gh-2310)
+		// Support: IE <=11 only
+		// Running getBoundingClientRect on a
+		// disconnected node in IE throws an error
+		if ( !elem.getClientRects().length ) {
+			return { top: 0, left: 0 };
+		}
+
+		// Get document-relative position by adding viewport scroll to viewport-relative gBCR
+		rect = elem.getBoundingClientRect();
+		win = elem.ownerDocument.defaultView;
+		return {
+			top: rect.top + win.pageYOffset,
+			left: rect.left + win.pageXOffset
+		};
+	},
+
+	// position() relates an element's margin box to its offset parent's padding box
+	// This corresponds to the behavior of CSS absolute positioning
+	position: function() {
+		if ( !this[ 0 ] ) {
+			return;
+		}
+
+		var offsetParent, offset, doc,
+			elem = this[ 0 ],
+			parentOffset = { top: 0, left: 0 };
+
+		// position:fixed elements are offset from the viewport, which itself always has zero offset
+		if ( jQuery.css( elem, "position" ) === "fixed" ) {
+
+			// Assume position:fixed implies availability of getBoundingClientRect
+			offset = elem.getBoundingClientRect();
+
+		} else {
+			offset = this.offset();
+
+			// Account for the *real* offset parent, which can be the document or its root element
+			// when a statically positioned element is identified
+			doc = elem.ownerDocument;
+			offsetParent = elem.offsetParent || doc.documentElement;
+			while ( offsetParent &&
+				( offsetParent === doc.body || offsetParent === doc.documentElement ) &&
+				jQuery.css( offsetParent, "position" ) === "static" ) {
+
+				offsetParent = offsetParent.parentNode;
+			}
+			if ( offsetParent && offsetParent !== elem && offsetParent.nodeType === 1 ) {
+
+				// Incorporate borders into its offset, since they are outside its content origin
+				parentOffset = jQuery( offsetParent ).offset();
+				parentOffset.top += jQuery.css( offsetParent, "borderTopWidth", true );
+				parentOffset.left += jQuery.css( offsetParent, "borderLeftWidth", true );
+			}
+		}
+
+		// Subtract parent offsets and element margins
+		return {
+			top: offset.top - parentOffset.top - jQuery.css( elem, "marginTop", true ),
+			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true )
+		};
+	},
+
+	// This method will return documentElement in the following cases:
+	// 1) For the element inside the iframe without offsetParent, this method will return
+	//    documentElement of the parent window
+	// 2) For the hidden or detached element
+	// 3) For body or html element, i.e. in case of the html node - it will return itself
+	//
+	// but those exceptions were never presented as a real life use-cases
+	// and might be considered as more preferable results.
+	//
+	// This logic, however, is not guaranteed and can change at any point in the future
+	offsetParent: function() {
+		return this.map( function() {
+			var offsetParent = this.offsetParent;
+
+			while ( offsetParent && jQuery.css( offsetParent, "position" ) === "static" ) {
+				offsetParent = offsetParent.offsetParent;
+			}
+
+			return offsetParent || documentElement;
+		} );
+	}
+} );
+
+// Create scrollLeft and scrollTop methods
+jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
+	var top = "pageYOffset" === prop;
+
+	jQuery.fn[ method ] = function( val ) {
+		return access( this, function( elem, method, val ) {
+
+			// Coalesce documents and windows
+			var win;
+			if ( isWindow( elem ) ) {
+				win = elem;
+			} else if ( elem.nodeType === 9 ) {
+				win = elem.defaultView;
+			}
+
+			if ( val === undefined ) {
+				return win ? win[ prop ] : elem[ method ];
+			}
+
+			if ( win ) {
+				win.scrollTo(
+					!top ? val : win.pageXOffset,
+					top ? val : win.pageYOffset
+				);
+
+			} else {
+				elem[ method ] = val;
+			}
+		}, method, val, arguments.length );
+	};
+} );
+
+// Support: Safari <=7 - 9.1, Chrome <=37 - 49
+// Add the top/left cssHooks using jQuery.fn.position
+// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
+// Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
+// getComputedStyle returns percent when specified for top/left/bottom/right;
+// rather than make the css module depend on the offset module, just check for it here
+jQuery.each( [ "top", "left" ], function( _i, prop ) {
+	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
+		function( elem, computed ) {
+			if ( computed ) {
+				computed = curCSS( elem, prop );
+
+				// If curCSS returns percentage, fallback to offset
+				return rnumnonpx.test( computed ) ?
+					jQuery( elem ).position()[ prop ] + "px" :
+					computed;
+			}
+		}
+	);
+} );
+
+
+// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
+jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
+	jQuery.each( {
+		padding: "inner" + name,
+		content: type,
+		"": "outer" + name
+	}, function( defaultExtra, funcName ) {
+
+		// Margin is only for outerHeight, outerWidth
+		jQuery.fn[ funcName ] = function( margin, value ) {
+			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
+				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
+
+			return access( this, function( elem, type, value ) {
+				var doc;
+
+				if ( isWindow( elem ) ) {
+
+					// $( window ).outerWidth/Height return w/h including scrollbars (gh-1729)
+					return funcName.indexOf( "outer" ) === 0 ?
+						elem[ "inner" + name ] :
+						elem.document.documentElement[ "client" + name ];
+				}
+
+				// Get document width or height
+				if ( elem.nodeType === 9 ) {
+					doc = elem.documentElement;
+
+					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height],
+					// whichever is greatest
+					return Math.max(
+						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
+						elem.body[ "offset" + name ], doc[ "offset" + name ],
+						doc[ "client" + name ]
+					);
+				}
+
+				return value === undefined ?
+
+					// Get width or height on the element, requesting but not forcing parseFloat
+					jQuery.css( elem, type, extra ) :
+
+					// Set width or height on the element
+					jQuery.style( elem, type, value, extra );
+			}, type, chainable ? margin : undefined, chainable );
+		};
+	} );
+} );
+
+
+jQuery.each( [
+	"ajaxStart",
+	"ajaxStop",
+	"ajaxComplete",
+	"ajaxError",
+	"ajaxSuccess",
+	"ajaxSend"
+], function( _i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
+	};
+} );
+
+
+
+
+jQuery.fn.extend( {
+
+	bind: function( types, data, fn ) {
+		return this.on( types, null, data, fn );
+	},
+	unbind: function( types, fn ) {
+		return this.off( types, null, fn );
+	},
+
+	delegate: function( selector, types, data, fn ) {
+		return this.on( types, selector, data, fn );
+	},
+	undelegate: function( selector, types, fn ) {
+
+		// ( namespace ) or ( selector, types [, fn] )
+		return arguments.length === 1 ?
+			this.off( selector, "**" ) :
+			this.off( types, selector || "**", fn );
+	},
+
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
+	}
+} );
+
+jQuery.each(
+	( "blur focus focusin focusout resize scroll click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
+	function( _i, name ) {
+
+		// Handle event binding
+		jQuery.fn[ name ] = function( data, fn ) {
+			return arguments.length > 0 ?
+				this.on( name, null, data, fn ) :
+				this.trigger( name );
+		};
+	}
+);
+
+
+
+
+// Support: Android <=4.0 only
+// Make sure we trim BOM and NBSP
+var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+
+// Bind a function to a context, optionally partially applying any
+// arguments.
+// jQuery.proxy is deprecated to promote standards (specifically Function#bind)
+// However, it is not slated for removal any time soon
+jQuery.proxy = function( fn, context ) {
+	var tmp, args, proxy;
+
+	if ( typeof context === "string" ) {
+		tmp = fn[ context ];
+		context = fn;
+		fn = tmp;
+	}
+
+	// Quick check to determine if target is callable, in the spec
+	// this throws a TypeError, but we will just return undefined.
+	if ( !isFunction( fn ) ) {
+		return undefined;
+	}
+
+	// Simulated bind
+	args = slice.call( arguments, 2 );
+	proxy = function() {
+		return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
+	};
+
+	// Set the guid of unique handler to the same of original handler, so it can be removed
+	proxy.guid = fn.guid = fn.guid || jQuery.guid++;
+
+	return proxy;
+};
+
+jQuery.holdReady = function( hold ) {
+	if ( hold ) {
+		jQuery.readyWait++;
+	} else {
+		jQuery.ready( true );
+	}
+};
+jQuery.isArray = Array.isArray;
+jQuery.parseJSON = JSON.parse;
+jQuery.nodeName = nodeName;
+jQuery.isFunction = isFunction;
+jQuery.isWindow = isWindow;
+jQuery.camelCase = camelCase;
+jQuery.type = toType;
+
+jQuery.now = Date.now;
+
+jQuery.isNumeric = function( obj ) {
+
+	// As of jQuery 3.0, isNumeric is limited to
+	// strings and numbers (primitives or objects)
+	// that can be coerced to finite numbers (gh-2662)
+	var type = jQuery.type( obj );
+	return ( type === "number" || type === "string" ) &&
+
+		// parseFloat NaNs numeric-cast false positives ("")
+		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
+		// subtraction forces infinities to NaN
+		!isNaN( obj - parseFloat( obj ) );
+};
+
+jQuery.trim = function( text ) {
+	return text == null ?
+		"" :
+		( text + "" ).replace( rtrim, "" );
+};
+
+
+
+// Register as a named AMD module, since jQuery can be concatenated with other
+// files that may use define, but not via a proper concatenation script that
+// understands anonymous AMD modules. A named AMD is safest and most robust
+// way to register. Lowercase jquery is used because AMD module names are
+// derived from file names, and jQuery is normally delivered in a lowercase
+// file name. Do this after creating the global so that if an AMD module wants
+// to call noConflict to hide this version of jQuery, it will work.
+
+// Note that for maximum portability, libraries that are not jQuery should
+// declare themselves as anonymous modules, and avoid setting a global if an
+// AMD loader is present. jQuery is a special case. For more information, see
+// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
+
+if ( typeof define === "function" && define.amd ) {
+	define( "jquery", [], function() {
+		return jQuery;
+	} );
+}
+
+
+
+
+var
+
+	// Map over jQuery in case of overwrite
+	_jQuery = window.jQuery,
+
+	// Map over the $ in case of overwrite
+	_$ = window.$;
+
+jQuery.noConflict = function( deep ) {
+	if ( window.$ === jQuery ) {
+		window.$ = _$;
+	}
+
+	if ( deep && window.jQuery === jQuery ) {
+		window.jQuery = _jQuery;
+	}
+
+	return jQuery;
+};
+
+// Expose jQuery and $ identifiers, even in AMD
+// (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
+// and CommonJS for browser emulators (#13566)
+if ( typeof noGlobal === "undefined" ) {
+	window.jQuery = window.$ = jQuery;
+}
+
+
+
+
+return jQuery;
+} );
diff --git a/develop/_static/jquery.js b/develop/_static/jquery.js
new file mode 100644
index 000000000..c4c6022f2
--- /dev/null
+++ b/develop/_static/jquery.js
@@ -0,0 +1,2 @@
+/*! jQuery v3.6.0 | (c) OpenJS Foundation and other contributors | jquery.org/license */
+!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):function(e){if(!e.document)throw new Error("jQuery requires a window with a document");return t(e)}:t(e)}("undefined"!=typeof window?window:this,function(C,e){"use strict";var t=[],r=Object.getPrototypeOf,s=t.slice,g=t.flat?function(e){return t.flat.call(e)}:function(e){return t.concat.apply([],e)},u=t.push,i=t.indexOf,n={},o=n.toString,v=n.hasOwnProperty,a=v.toString,l=a.call(Object),y={},m=function(e){return"function"==typeof e&&"number"!=typeof e.nodeType&&"function"!=typeof e.item},x=function(e){return null!=e&&e===e.window},E=C.document,c={type:!0,src:!0,nonce:!0,noModule:!0};function b(e,t,n){var r,i,o=(n=n||E).createElement("script");if(o.text=e,t)for(r in c)(i=t[r]||t.getAttribute&&t.getAttribute(r))&&o.setAttribute(r,i);n.head.appendChild(o).parentNode.removeChild(o)}function w(e){return null==e?e+"":"object"==typeof e||"function"==typeof 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diff --git a/develop/_static/language_data.js b/develop/_static/language_data.js
index 367b8ed81..2e22b06ab 100644
--- a/develop/_static/language_data.js
+++ b/develop/_static/language_data.js
@@ -5,7 +5,7 @@
  * This script contains the language-specific data used by searchtools.js,
  * namely the list of stopwords, stemmer, scorer and splitter.
  *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -13,7 +13,7 @@
 var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
 
 
-/* Non-minified version is copied as a separate JS file, if available */
+/* Non-minified version is copied as a separate JS file, is available */
 
 /**
  * Porter Stemmer
diff --git a/develop/_static/locales/ar/LC_MESSAGES/booktheme.po b/develop/_static/locales/ar/LC_MESSAGES/booktheme.po
index 34d404c6d..2e8d68202 100644
--- a/develop/_static/locales/ar/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ar/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ar\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "طباعة إلى PDF"
+msgid "suggest edit"
+msgstr "أقترح تحرير"
 
-msgid "Theme by the"
-msgstr "موضوع بواسطة"
+msgid "Last updated on"
+msgstr "آخر تحديث في"
 
-msgid "Download source file"
-msgstr "تنزيل ملف المصدر"
+msgid "Edit this page"
+msgstr "قم بتحرير هذه الصفحة"
 
-msgid "open issue"
-msgstr "قضية مفتوحة"
+msgid "Launch"
+msgstr "إطلاق"
 
-msgid "Contents"
-msgstr "محتويات"
+msgid "Print to PDF"
+msgstr "طباعة إلى PDF"
 
-msgid "previous page"
-msgstr "الصفحة السابقة"
+msgid "open issue"
+msgstr "قضية مفتوحة"
 
 msgid "Download notebook file"
 msgstr "تنزيل ملف دفتر الملاحظات"
 
-msgid "Copyright"
-msgstr "حقوق النشر"
-
-msgid "Download this page"
-msgstr "قم بتنزيل هذه الصفحة"
+msgid "Toggle navigation"
+msgstr "تبديل التنقل"
 
 msgid "Source repository"
 msgstr "مستودع المصدر"
 
-msgid "By"
+msgid "By the"
 msgstr "بواسطة"
 
+msgid "next page"
+msgstr "الصفحة التالية"
+
 msgid "repository"
 msgstr "مخزن"
 
-msgid "Last updated on"
-msgstr "آخر تحديث في"
-
-msgid "Toggle navigation"
-msgstr "تبديل التنقل"
-
 msgid "Sphinx Book Theme"
 msgstr "موضوع كتاب أبو الهول"
 
-msgid "suggest edit"
-msgstr "أقترح تحرير"
+msgid "Download source file"
+msgstr "تنزيل ملف المصدر"
 
-msgid "Open an issue"
-msgstr "افتح قضية"
+msgid "Contents"
+msgstr "محتويات"
 
-msgid "Launch"
-msgstr "إطلاق"
+msgid "By"
+msgstr "بواسطة"
+
+msgid "Copyright"
+msgstr "حقوق النشر"
 
 msgid "Fullscreen mode"
 msgstr "وضع ملء الشاشة"
 
-msgid "Edit this page"
-msgstr "قم بتحرير هذه الصفحة"
+msgid "Open an issue"
+msgstr "افتح قضية"
 
-msgid "By the"
-msgstr "بواسطة"
+msgid "previous page"
+msgstr "الصفحة السابقة"
 
-msgid "next page"
-msgstr "الصفحة التالية"
+msgid "Download this page"
+msgstr "قم بتنزيل هذه الصفحة"
+
+msgid "Theme by the"
+msgstr "موضوع بواسطة"
diff --git a/develop/_static/locales/bg/LC_MESSAGES/booktheme.po b/develop/_static/locales/bg/LC_MESSAGES/booktheme.po
index 7420c19eb..56ef0ebdf 100644
--- a/develop/_static/locales/bg/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/bg/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: bg\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Печат в PDF"
+msgid "suggest edit"
+msgstr "предложи редактиране"
 
-msgid "Theme by the"
-msgstr "Тема от"
+msgid "Last updated on"
+msgstr "Последна актуализация на"
 
-msgid "Download source file"
-msgstr "Изтеглете изходния файл"
+msgid "Edit this page"
+msgstr "Редактирайте тази страница"
 
-msgid "open issue"
-msgstr "отворен брой"
+msgid "Launch"
+msgstr "Стартиране"
 
-msgid "Contents"
-msgstr "Съдържание"
+msgid "Print to PDF"
+msgstr "Печат в PDF"
 
-msgid "previous page"
-msgstr "предишна страница"
+msgid "open issue"
+msgstr "отворен брой"
 
 msgid "Download notebook file"
 msgstr "Изтеглете файла на бележника"
 
-msgid "Copyright"
-msgstr "Авторско право"
-
-msgid "Download this page"
-msgstr "Изтеглете тази страница"
+msgid "Toggle navigation"
+msgstr "Превключване на навигацията"
 
 msgid "Source repository"
 msgstr "Хранилище на източника"
 
-msgid "By"
-msgstr "От"
+msgid "By the"
+msgstr "По"
+
+msgid "next page"
+msgstr "Следваща страница"
 
 msgid "repository"
 msgstr "хранилище"
 
-msgid "Last updated on"
-msgstr "Последна актуализация на"
-
-msgid "Toggle navigation"
-msgstr "Превключване на навигацията"
-
 msgid "Sphinx Book Theme"
 msgstr "Тема на книгата Sphinx"
 
-msgid "suggest edit"
-msgstr "предложи редактиране"
+msgid "Download source file"
+msgstr "Изтеглете изходния файл"
 
-msgid "Open an issue"
-msgstr "Отворете проблем"
+msgid "Contents"
+msgstr "Съдържание"
 
-msgid "Launch"
-msgstr "Стартиране"
+msgid "By"
+msgstr "От"
+
+msgid "Copyright"
+msgstr "Авторско право"
 
 msgid "Fullscreen mode"
 msgstr "Режим на цял екран"
 
-msgid "Edit this page"
-msgstr "Редактирайте тази страница"
+msgid "Open an issue"
+msgstr "Отворете проблем"
 
-msgid "By the"
-msgstr "По"
+msgid "previous page"
+msgstr "предишна страница"
 
-msgid "next page"
-msgstr "Следваща страница"
+msgid "Download this page"
+msgstr "Изтеглете тази страница"
+
+msgid "Theme by the"
+msgstr "Тема от"
diff --git a/develop/_static/locales/bn/LC_MESSAGES/booktheme.po b/develop/_static/locales/bn/LC_MESSAGES/booktheme.po
index 63a07c362..243ca31f7 100644
--- a/develop/_static/locales/bn/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/bn/LC_MESSAGES/booktheme.po
@@ -8,56 +8,56 @@ msgstr ""
 "Language: bn\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "পিডিএফ প্রিন্ট করুন"
+msgid "Last updated on"
+msgstr "সর্বশেষ আপডেট"
 
-msgid "Theme by the"
-msgstr "থিম দ্বারা"
+msgid "Edit this page"
+msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
 
-msgid "Download source file"
-msgstr "উত্স ফাইল ডাউনলোড করুন"
+msgid "Launch"
+msgstr "শুরু করা"
+
+msgid "Print to PDF"
+msgstr "পিডিএফ প্রিন্ট করুন"
 
 msgid "open issue"
 msgstr "খোলা সমস্যা"
 
-msgid "previous page"
-msgstr "আগের পৃষ্ঠা"
-
 msgid "Download notebook file"
 msgstr "নোটবুক ফাইল ডাউনলোড করুন"
 
-msgid "Copyright"
-msgstr "কপিরাইট"
-
-msgid "Download this page"
-msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
+msgid "Toggle navigation"
+msgstr "নেভিগেশন টগল করুন"
 
 msgid "Source repository"
 msgstr "উত্স সংগ্রহস্থল"
 
-msgid "By"
+msgid "By the"
 msgstr "দ্বারা"
 
-msgid "Last updated on"
-msgstr "সর্বশেষ আপডেট"
-
-msgid "Toggle navigation"
-msgstr "নেভিগেশন টগল করুন"
+msgid "next page"
+msgstr "পরবর্তী পৃষ্ঠা"
 
 msgid "Sphinx Book Theme"
 msgstr "স্পিনিক্স বুক থিম"
 
+msgid "Download source file"
+msgstr "উত্স ফাইল ডাউনলোড করুন"
+
+msgid "By"
+msgstr "দ্বারা"
+
+msgid "Copyright"
+msgstr "কপিরাইট"
+
 msgid "Open an issue"
 msgstr "একটি সমস্যা খুলুন"
 
-msgid "Launch"
-msgstr "শুরু করা"
-
-msgid "Edit this page"
-msgstr "এই পৃষ্ঠাটি সম্পাদনা করুন"
+msgid "previous page"
+msgstr "আগের পৃষ্ঠা"
 
-msgid "By the"
-msgstr "দ্বারা"
+msgid "Download this page"
+msgstr "এই পৃষ্ঠাটি ডাউনলোড করুন"
 
-msgid "next page"
-msgstr "পরবর্তী পৃষ্ঠা"
+msgid "Theme by the"
+msgstr "থিম দ্বারা"
diff --git a/develop/_static/locales/ca/LC_MESSAGES/booktheme.po b/develop/_static/locales/ca/LC_MESSAGES/booktheme.po
index 8fb358bf1..b27a13db9 100644
--- a/develop/_static/locales/ca/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ca/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ca\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Imprimeix a PDF"
+msgid "suggest edit"
+msgstr "suggerir edició"
 
-msgid "Theme by the"
-msgstr "Tema del"
+msgid "Last updated on"
+msgstr "Darrera actualització el"
 
-msgid "Download source file"
-msgstr "Baixeu el fitxer font"
+msgid "Edit this page"
+msgstr "Editeu aquesta pàgina"
+
+msgid "Launch"
+msgstr "Llançament"
+
+msgid "Print to PDF"
+msgstr "Imprimeix a PDF"
 
 msgid "open issue"
 msgstr "número obert"
 
-msgid "previous page"
-msgstr "Pàgina anterior"
-
 msgid "Download notebook file"
 msgstr "Descarregar fitxer de quadern"
 
-msgid "Copyright"
-msgstr "Copyright"
-
-msgid "Download this page"
-msgstr "Descarregueu aquesta pàgina"
+msgid "Toggle navigation"
+msgstr "Commuta la navegació"
 
 msgid "Source repository"
 msgstr "Dipòsit de fonts"
 
-msgid "By"
-msgstr "Per"
-
-msgid "Last updated on"
-msgstr "Darrera actualització el"
+msgid "By the"
+msgstr "Per la"
 
-msgid "Toggle navigation"
-msgstr "Commuta la navegació"
+msgid "next page"
+msgstr "pàgina següent"
 
 msgid "Sphinx Book Theme"
 msgstr "Tema del llibre Esfinx"
 
-msgid "suggest edit"
-msgstr "suggerir edició"
+msgid "Download source file"
+msgstr "Baixeu el fitxer font"
+
+msgid "By"
+msgstr "Per"
+
+msgid "Copyright"
+msgstr "Copyright"
 
 msgid "Open an issue"
 msgstr "Obriu un número"
 
-msgid "Launch"
-msgstr "Llançament"
-
-msgid "Edit this page"
-msgstr "Editeu aquesta pàgina"
+msgid "previous page"
+msgstr "Pàgina anterior"
 
-msgid "By the"
-msgstr "Per la"
+msgid "Download this page"
+msgstr "Descarregueu aquesta pàgina"
 
-msgid "next page"
-msgstr "pàgina següent"
+msgid "Theme by the"
+msgstr "Tema del"
diff --git a/develop/_static/locales/cs/LC_MESSAGES/booktheme.po b/develop/_static/locales/cs/LC_MESSAGES/booktheme.po
index c6ef46908..3818df976 100644
--- a/develop/_static/locales/cs/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/cs/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: cs\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Tisk do PDF"
+msgid "suggest edit"
+msgstr "navrhnout úpravy"
 
-msgid "Theme by the"
-msgstr "Téma od"
+msgid "Last updated on"
+msgstr "Naposledy aktualizováno"
 
-msgid "Download source file"
-msgstr "Stáhněte si zdrojový soubor"
+msgid "Edit this page"
+msgstr "Upravit tuto stránku"
 
-msgid "open issue"
-msgstr "otevřené číslo"
+msgid "Launch"
+msgstr "Zahájení"
 
-msgid "Contents"
-msgstr "Obsah"
+msgid "Print to PDF"
+msgstr "Tisk do PDF"
 
-msgid "previous page"
-msgstr "předchozí stránka"
+msgid "open issue"
+msgstr "otevřené číslo"
 
 msgid "Download notebook file"
 msgstr "Stáhnout soubor poznámkového bloku"
 
-msgid "Copyright"
-msgstr "autorská práva"
-
-msgid "Download this page"
-msgstr "Stáhněte si tuto stránku"
+msgid "Toggle navigation"
+msgstr "Přepnout navigaci"
 
 msgid "Source repository"
 msgstr "Zdrojové úložiště"
 
-msgid "By"
+msgid "By the"
 msgstr "Podle"
 
+msgid "next page"
+msgstr "další strana"
+
 msgid "repository"
 msgstr "úložiště"
 
-msgid "Last updated on"
-msgstr "Naposledy aktualizováno"
-
-msgid "Toggle navigation"
-msgstr "Přepnout navigaci"
-
 msgid "Sphinx Book Theme"
 msgstr "Téma knihy Sfinga"
 
-msgid "suggest edit"
-msgstr "navrhnout úpravy"
+msgid "Download source file"
+msgstr "Stáhněte si zdrojový soubor"
 
-msgid "Open an issue"
-msgstr "Otevřete problém"
+msgid "Contents"
+msgstr "Obsah"
 
-msgid "Launch"
-msgstr "Zahájení"
+msgid "By"
+msgstr "Podle"
+
+msgid "Copyright"
+msgstr "autorská práva"
 
 msgid "Fullscreen mode"
 msgstr "Režim celé obrazovky"
 
-msgid "Edit this page"
-msgstr "Upravit tuto stránku"
+msgid "Open an issue"
+msgstr "Otevřete problém"
 
-msgid "By the"
-msgstr "Podle"
+msgid "previous page"
+msgstr "předchozí stránka"
 
-msgid "next page"
-msgstr "další strana"
+msgid "Download this page"
+msgstr "Stáhněte si tuto stránku"
+
+msgid "Theme by the"
+msgstr "Téma od"
diff --git a/develop/_static/locales/da/LC_MESSAGES/booktheme.po b/develop/_static/locales/da/LC_MESSAGES/booktheme.po
index 306a38e52..7f20a3bd0 100644
--- a/develop/_static/locales/da/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/da/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: da\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Udskriv til PDF"
+msgid "suggest edit"
+msgstr "foreslå redigering"
 
-msgid "Theme by the"
-msgstr "Tema af"
+msgid "Last updated on"
+msgstr "Sidst opdateret den"
 
-msgid "Download source file"
-msgstr "Download kildefil"
+msgid "Edit this page"
+msgstr "Rediger denne side"
 
-msgid "open issue"
-msgstr "åbent nummer"
+msgid "Launch"
+msgstr "Start"
 
-msgid "Contents"
-msgstr "Indhold"
+msgid "Print to PDF"
+msgstr "Udskriv til PDF"
 
-msgid "previous page"
-msgstr "forrige side"
+msgid "open issue"
+msgstr "åbent nummer"
 
 msgid "Download notebook file"
 msgstr "Download notesbog-fil"
 
-msgid "Copyright"
-msgstr "ophavsret"
-
-msgid "Download this page"
-msgstr "Download denne side"
+msgid "Toggle navigation"
+msgstr "Skift navigation"
 
 msgid "Source repository"
 msgstr "Kildelager"
 
-msgid "By"
+msgid "By the"
 msgstr "Ved"
 
+msgid "next page"
+msgstr "Næste side"
+
 msgid "repository"
 msgstr "lager"
 
-msgid "Last updated on"
-msgstr "Sidst opdateret den"
-
-msgid "Toggle navigation"
-msgstr "Skift navigation"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx bogtema"
 
-msgid "suggest edit"
-msgstr "foreslå redigering"
+msgid "Download source file"
+msgstr "Download kildefil"
 
-msgid "Open an issue"
-msgstr "Åbn et problem"
+msgid "Contents"
+msgstr "Indhold"
 
-msgid "Launch"
-msgstr "Start"
+msgid "By"
+msgstr "Ved"
+
+msgid "Copyright"
+msgstr "ophavsret"
 
 msgid "Fullscreen mode"
 msgstr "Fuldskærmstilstand"
 
-msgid "Edit this page"
-msgstr "Rediger denne side"
+msgid "Open an issue"
+msgstr "Åbn et problem"
 
-msgid "By the"
-msgstr "Ved"
+msgid "previous page"
+msgstr "forrige side"
 
-msgid "next page"
-msgstr "Næste side"
+msgid "Download this page"
+msgstr "Download denne side"
+
+msgid "Theme by the"
+msgstr "Tema af"
diff --git a/develop/_static/locales/de/LC_MESSAGES/booktheme.po b/develop/_static/locales/de/LC_MESSAGES/booktheme.po
index 4925360d4..c0027d3ab 100644
--- a/develop/_static/locales/de/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/de/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: de\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "In PDF drucken"
+msgid "suggest edit"
+msgstr "vorschlagen zu bearbeiten"
 
-msgid "Theme by the"
-msgstr "Thema von der"
+msgid "Last updated on"
+msgstr "Zuletzt aktualisiert am"
 
-msgid "Download source file"
-msgstr "Quelldatei herunterladen"
+msgid "Edit this page"
+msgstr "Bearbeite diese Seite"
 
-msgid "open issue"
-msgstr "offenes Thema"
+msgid "Launch"
+msgstr "Starten"
 
-msgid "Contents"
-msgstr "Inhalt"
+msgid "Print to PDF"
+msgstr "In PDF drucken"
 
-msgid "previous page"
-msgstr "vorherige Seite"
+msgid "open issue"
+msgstr "offenes Thema"
 
 msgid "Download notebook file"
 msgstr "Notebook-Datei herunterladen"
 
-msgid "Copyright"
-msgstr "Urheberrechte ©"
-
-msgid "Download this page"
-msgstr "Laden Sie diese Seite herunter"
+msgid "Toggle navigation"
+msgstr "Navigation umschalten"
 
 msgid "Source repository"
 msgstr "Quell-Repository"
 
-msgid "By"
-msgstr "Durch"
+msgid "By the"
+msgstr "Bis zum"
+
+msgid "next page"
+msgstr "Nächste Seite"
 
 msgid "repository"
 msgstr "Repository"
 
-msgid "Last updated on"
-msgstr "Zuletzt aktualisiert am"
-
-msgid "Toggle navigation"
-msgstr "Navigation umschalten"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx-Buch-Thema"
 
-msgid "suggest edit"
-msgstr "vorschlagen zu bearbeiten"
+msgid "Download source file"
+msgstr "Quelldatei herunterladen"
 
-msgid "Open an issue"
-msgstr "Öffnen Sie ein Problem"
+msgid "Contents"
+msgstr "Inhalt"
 
-msgid "Launch"
-msgstr "Starten"
+msgid "By"
+msgstr "Durch"
+
+msgid "Copyright"
+msgstr "Urheberrechte ©"
 
 msgid "Fullscreen mode"
 msgstr "Vollbildmodus"
 
-msgid "Edit this page"
-msgstr "Bearbeite diese Seite"
+msgid "Open an issue"
+msgstr "Öffnen Sie ein Problem"
 
-msgid "By the"
-msgstr "Bis zum"
+msgid "previous page"
+msgstr "vorherige Seite"
 
-msgid "next page"
-msgstr "Nächste Seite"
+msgid "Download this page"
+msgstr "Laden Sie diese Seite herunter"
+
+msgid "Theme by the"
+msgstr "Thema von der"
diff --git a/develop/_static/locales/el/LC_MESSAGES/booktheme.po b/develop/_static/locales/el/LC_MESSAGES/booktheme.po
index 3e01acbd9..bdeb3270a 100644
--- a/develop/_static/locales/el/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/el/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: el\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Εκτύπωση σε PDF"
+msgid "suggest edit"
+msgstr "προτείνω επεξεργασία"
 
-msgid "Theme by the"
-msgstr "Θέμα από το"
+msgid "Last updated on"
+msgstr "Τελευταία ενημέρωση στις"
 
-msgid "Download source file"
-msgstr "Λήψη αρχείου προέλευσης"
+msgid "Edit this page"
+msgstr "Επεξεργαστείτε αυτήν τη σελίδα"
 
-msgid "open issue"
-msgstr "ανοιχτό ζήτημα"
+msgid "Launch"
+msgstr "Εκτόξευση"
 
-msgid "Contents"
-msgstr "Περιεχόμενα"
+msgid "Print to PDF"
+msgstr "Εκτύπωση σε PDF"
 
-msgid "previous page"
-msgstr "προηγούμενη σελίδα"
+msgid "open issue"
+msgstr "ανοιχτό ζήτημα"
 
 msgid "Download notebook file"
 msgstr "Λήψη αρχείου σημειωματάριου"
 
-msgid "Copyright"
-msgstr "Πνευματική ιδιοκτησία"
-
-msgid "Download this page"
-msgstr "Λήψη αυτής της σελίδας"
+msgid "Toggle navigation"
+msgstr "Εναλλαγή πλοήγησης"
 
 msgid "Source repository"
 msgstr "Αποθήκη πηγής"
 
-msgid "By"
-msgstr "Με"
+msgid "By the"
+msgstr "Από το"
+
+msgid "next page"
+msgstr "επόμενη σελίδα"
 
 msgid "repository"
 msgstr "αποθήκη"
 
-msgid "Last updated on"
-msgstr "Τελευταία ενημέρωση στις"
-
-msgid "Toggle navigation"
-msgstr "Εναλλαγή πλοήγησης"
-
 msgid "Sphinx Book Theme"
 msgstr "Θέμα βιβλίου Sphinx"
 
-msgid "suggest edit"
-msgstr "προτείνω επεξεργασία"
+msgid "Download source file"
+msgstr "Λήψη αρχείου προέλευσης"
 
-msgid "Open an issue"
-msgstr "Ανοίξτε ένα ζήτημα"
+msgid "Contents"
+msgstr "Περιεχόμενα"
 
-msgid "Launch"
-msgstr "Εκτόξευση"
+msgid "By"
+msgstr "Με"
+
+msgid "Copyright"
+msgstr "Πνευματική ιδιοκτησία"
 
 msgid "Fullscreen mode"
 msgstr "ΛΕΙΤΟΥΡΓΙΑ ΠΛΗΡΟΥΣ ΟΘΟΝΗΣ"
 
-msgid "Edit this page"
-msgstr "Επεξεργαστείτε αυτήν τη σελίδα"
+msgid "Open an issue"
+msgstr "Ανοίξτε ένα ζήτημα"
 
-msgid "By the"
-msgstr "Από το"
+msgid "previous page"
+msgstr "προηγούμενη σελίδα"
 
-msgid "next page"
-msgstr "επόμενη σελίδα"
+msgid "Download this page"
+msgstr "Λήψη αυτής της σελίδας"
+
+msgid "Theme by the"
+msgstr "Θέμα από το"
diff --git a/develop/_static/locales/eo/LC_MESSAGES/booktheme.po b/develop/_static/locales/eo/LC_MESSAGES/booktheme.po
index f7ed2262d..6749f3a34 100644
--- a/develop/_static/locales/eo/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/eo/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: eo\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Presi al PDF"
+msgid "suggest edit"
+msgstr "sugesti redaktadon"
 
-msgid "Theme by the"
-msgstr "Temo de la"
+msgid "Last updated on"
+msgstr "Laste ĝisdatigita la"
 
-msgid "Download source file"
-msgstr "Elŝutu fontodosieron"
+msgid "Edit this page"
+msgstr "Redaktu ĉi tiun paĝon"
 
-msgid "open issue"
-msgstr "malferma numero"
+msgid "Launch"
+msgstr "Lanĉo"
 
-msgid "Contents"
-msgstr "Enhavo"
+msgid "Print to PDF"
+msgstr "Presi al PDF"
 
-msgid "previous page"
-msgstr "antaŭa paĝo"
+msgid "open issue"
+msgstr "malferma numero"
 
 msgid "Download notebook file"
 msgstr "Elŝutu kajeran dosieron"
 
-msgid "Copyright"
-msgstr "Kopirajto"
-
-msgid "Download this page"
-msgstr "Elŝutu ĉi tiun paĝon"
+msgid "Toggle navigation"
+msgstr "Ŝalti navigadon"
 
 msgid "Source repository"
 msgstr "Fonto-deponejo"
 
-msgid "By"
-msgstr "De"
+msgid "By the"
+msgstr "Per la"
+
+msgid "next page"
+msgstr "sekva paĝo"
 
 msgid "repository"
 msgstr "deponejo"
 
-msgid "Last updated on"
-msgstr "Laste ĝisdatigita la"
-
-msgid "Toggle navigation"
-msgstr "Ŝalti navigadon"
-
 msgid "Sphinx Book Theme"
 msgstr "Sfinksa Libro-Temo"
 
-msgid "suggest edit"
-msgstr "sugesti redaktadon"
+msgid "Download source file"
+msgstr "Elŝutu fontodosieron"
 
-msgid "Open an issue"
-msgstr "Malfermu numeron"
+msgid "Contents"
+msgstr "Enhavo"
 
-msgid "Launch"
-msgstr "Lanĉo"
+msgid "By"
+msgstr "De"
+
+msgid "Copyright"
+msgstr "Kopirajto"
 
 msgid "Fullscreen mode"
 msgstr "Plenekrana reĝimo"
 
-msgid "Edit this page"
-msgstr "Redaktu ĉi tiun paĝon"
+msgid "Open an issue"
+msgstr "Malfermu numeron"
 
-msgid "By the"
-msgstr "Per la"
+msgid "previous page"
+msgstr "antaŭa paĝo"
 
-msgid "next page"
-msgstr "sekva paĝo"
+msgid "Download this page"
+msgstr "Elŝutu ĉi tiun paĝon"
+
+msgid "Theme by the"
+msgstr "Temo de la"
diff --git a/develop/_static/locales/es/LC_MESSAGES/booktheme.po b/develop/_static/locales/es/LC_MESSAGES/booktheme.po
index 5e0029e5f..71dde37f2 100644
--- a/develop/_static/locales/es/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/es/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: es\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Imprimir en PDF"
+msgid "suggest edit"
+msgstr "sugerir editar"
 
-msgid "Theme by the"
-msgstr "Tema por el"
+msgid "Last updated on"
+msgstr "Ultima actualización en"
 
-msgid "Download source file"
-msgstr "Descargar archivo fuente"
+msgid "Edit this page"
+msgstr "Edita esta página"
 
-msgid "open issue"
-msgstr "Tema abierto"
+msgid "Launch"
+msgstr "Lanzamiento"
 
-msgid "Contents"
-msgstr "Contenido"
+msgid "Print to PDF"
+msgstr "Imprimir en PDF"
 
-msgid "previous page"
-msgstr "pagina anterior"
+msgid "open issue"
+msgstr "Tema abierto"
 
 msgid "Download notebook file"
 msgstr "Descargar archivo de cuaderno"
 
-msgid "Copyright"
-msgstr "Derechos de autor"
-
-msgid "Download this page"
-msgstr "Descarga esta pagina"
+msgid "Toggle navigation"
+msgstr "Navegación de palanca"
 
 msgid "Source repository"
 msgstr "Repositorio de origen"
 
-msgid "By"
-msgstr "Por"
+msgid "By the"
+msgstr "Por el"
+
+msgid "next page"
+msgstr "siguiente página"
 
 msgid "repository"
 msgstr "repositorio"
 
-msgid "Last updated on"
-msgstr "Ultima actualización en"
-
-msgid "Toggle navigation"
-msgstr "Navegación de palanca"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema del libro de la esfinge"
 
-msgid "suggest edit"
-msgstr "sugerir editar"
+msgid "Download source file"
+msgstr "Descargar archivo fuente"
 
-msgid "Open an issue"
-msgstr "Abrir un problema"
+msgid "Contents"
+msgstr "Contenido"
 
-msgid "Launch"
-msgstr "Lanzamiento"
+msgid "By"
+msgstr "Por"
+
+msgid "Copyright"
+msgstr "Derechos de autor"
 
 msgid "Fullscreen mode"
 msgstr "Modo de pantalla completa"
 
-msgid "Edit this page"
-msgstr "Edita esta página"
+msgid "Open an issue"
+msgstr "Abrir un problema"
 
-msgid "By the"
-msgstr "Por el"
+msgid "previous page"
+msgstr "pagina anterior"
 
-msgid "next page"
-msgstr "siguiente página"
+msgid "Download this page"
+msgstr "Descarga esta pagina"
+
+msgid "Theme by the"
+msgstr "Tema por el"
diff --git a/develop/_static/locales/et/LC_MESSAGES/booktheme.po b/develop/_static/locales/et/LC_MESSAGES/booktheme.po
index 8680982a9..cdcd07c7d 100644
--- a/develop/_static/locales/et/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/et/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: et\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Prindi PDF-i"
+msgid "suggest edit"
+msgstr "soovita muuta"
 
-msgid "Theme by the"
-msgstr "Teema"
+msgid "Last updated on"
+msgstr "Viimati uuendatud"
 
-msgid "Download source file"
-msgstr "Laadige alla lähtefail"
+msgid "Edit this page"
+msgstr "Muutke seda lehte"
 
-msgid "open issue"
-msgstr "avatud küsimus"
+msgid "Launch"
+msgstr "Käivitage"
 
-msgid "Contents"
-msgstr "Sisu"
+msgid "Print to PDF"
+msgstr "Prindi PDF-i"
 
-msgid "previous page"
-msgstr "eelmine leht"
+msgid "open issue"
+msgstr "avatud küsimus"
 
 msgid "Download notebook file"
 msgstr "Laadige sülearvuti fail alla"
 
-msgid "Copyright"
-msgstr "Autoriõigus"
-
-msgid "Download this page"
-msgstr "Laadige see leht alla"
+msgid "Toggle navigation"
+msgstr "Lülita navigeerimine sisse"
 
 msgid "Source repository"
 msgstr "Allikahoidla"
 
-msgid "By"
-msgstr "Kõrval"
+msgid "By the"
+msgstr "Autor"
+
+msgid "next page"
+msgstr "järgmine leht"
 
 msgid "repository"
 msgstr "hoidla"
 
-msgid "Last updated on"
-msgstr "Viimati uuendatud"
-
-msgid "Toggle navigation"
-msgstr "Lülita navigeerimine sisse"
-
 msgid "Sphinx Book Theme"
 msgstr "Sfinksiraamatu teema"
 
-msgid "suggest edit"
-msgstr "soovita muuta"
+msgid "Download source file"
+msgstr "Laadige alla lähtefail"
 
-msgid "Open an issue"
-msgstr "Avage probleem"
+msgid "Contents"
+msgstr "Sisu"
 
-msgid "Launch"
-msgstr "Käivitage"
+msgid "By"
+msgstr "Kõrval"
+
+msgid "Copyright"
+msgstr "Autoriõigus"
 
 msgid "Fullscreen mode"
 msgstr "Täisekraanirežiim"
 
-msgid "Edit this page"
-msgstr "Muutke seda lehte"
+msgid "Open an issue"
+msgstr "Avage probleem"
 
-msgid "By the"
-msgstr "Autor"
+msgid "previous page"
+msgstr "eelmine leht"
 
-msgid "next page"
-msgstr "järgmine leht"
+msgid "Download this page"
+msgstr "Laadige see leht alla"
+
+msgid "Theme by the"
+msgstr "Teema"
diff --git a/develop/_static/locales/fi/LC_MESSAGES/booktheme.po b/develop/_static/locales/fi/LC_MESSAGES/booktheme.po
index 34dac2183..3c3dd0896 100644
--- a/develop/_static/locales/fi/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/fi/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: fi\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Tulosta PDF-tiedostoon"
+msgid "suggest edit"
+msgstr "ehdottaa muokkausta"
 
-msgid "Theme by the"
-msgstr "Teeman tekijä"
+msgid "Last updated on"
+msgstr "Viimeksi päivitetty"
 
-msgid "Download source file"
-msgstr "Lataa lähdetiedosto"
+msgid "Edit this page"
+msgstr "Muokkaa tätä sivua"
 
-msgid "open issue"
-msgstr "avoin ongelma"
+msgid "Launch"
+msgstr "Tuoda markkinoille"
 
-msgid "Contents"
-msgstr "Sisällys"
+msgid "Print to PDF"
+msgstr "Tulosta PDF-tiedostoon"
 
-msgid "previous page"
-msgstr "Edellinen sivu"
+msgid "open issue"
+msgstr "avoin ongelma"
 
 msgid "Download notebook file"
 msgstr "Lataa muistikirjatiedosto"
 
-msgid "Copyright"
-msgstr "Tekijänoikeus"
-
-msgid "Download this page"
-msgstr "Lataa tämä sivu"
+msgid "Toggle navigation"
+msgstr "Vaihda navigointia"
 
 msgid "Source repository"
 msgstr "Lähteen arkisto"
 
-msgid "By"
-msgstr "Tekijä"
+msgid "By the"
+msgstr "Mukaan"
+
+msgid "next page"
+msgstr "seuraava sivu"
 
 msgid "repository"
 msgstr "arkisto"
 
-msgid "Last updated on"
-msgstr "Viimeksi päivitetty"
-
-msgid "Toggle navigation"
-msgstr "Vaihda navigointia"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx-kirjan teema"
 
-msgid "suggest edit"
-msgstr "ehdottaa muokkausta"
+msgid "Download source file"
+msgstr "Lataa lähdetiedosto"
 
-msgid "Open an issue"
-msgstr "Avaa ongelma"
+msgid "Contents"
+msgstr "Sisällys"
 
-msgid "Launch"
-msgstr "Tuoda markkinoille"
+msgid "By"
+msgstr "Tekijä"
+
+msgid "Copyright"
+msgstr "Tekijänoikeus"
 
 msgid "Fullscreen mode"
 msgstr "Koko näytön tila"
 
-msgid "Edit this page"
-msgstr "Muokkaa tätä sivua"
+msgid "Open an issue"
+msgstr "Avaa ongelma"
 
-msgid "By the"
-msgstr "Mukaan"
+msgid "previous page"
+msgstr "Edellinen sivu"
 
-msgid "next page"
-msgstr "seuraava sivu"
+msgid "Download this page"
+msgstr "Lataa tämä sivu"
+
+msgid "Theme by the"
+msgstr "Teeman tekijä"
diff --git a/develop/_static/locales/fr/LC_MESSAGES/booktheme.po b/develop/_static/locales/fr/LC_MESSAGES/booktheme.po
index 8991a1b87..b57d2fe74 100644
--- a/develop/_static/locales/fr/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/fr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: fr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Imprimer au format PDF"
+msgid "suggest edit"
+msgstr "suggestion de modification"
 
-msgid "Theme by the"
-msgstr "Thème par le"
+msgid "Last updated on"
+msgstr "Dernière mise à jour le"
 
-msgid "Download source file"
-msgstr "Télécharger le fichier source"
+msgid "Edit this page"
+msgstr "Modifier cette page"
 
-msgid "open issue"
-msgstr "signaler un problème"
+msgid "Launch"
+msgstr "lancement"
 
-msgid "Contents"
-msgstr "Contenu"
+msgid "Print to PDF"
+msgstr "Imprimer au format PDF"
 
-msgid "previous page"
-msgstr "page précédente"
+msgid "open issue"
+msgstr "signaler un problème"
 
 msgid "Download notebook file"
 msgstr "Télécharger le fichier notebook"
 
-msgid "Copyright"
-msgstr "droits d'auteur"
-
-msgid "Download this page"
-msgstr "Téléchargez cette page"
+msgid "Toggle navigation"
+msgstr "Basculer la navigation"
 
 msgid "Source repository"
 msgstr "Dépôt source"
 
-msgid "By"
-msgstr "Par"
+msgid "By the"
+msgstr "Par le"
+
+msgid "next page"
+msgstr "page suivante"
 
 msgid "repository"
 msgstr "dépôt"
 
-msgid "Last updated on"
-msgstr "Dernière mise à jour le"
-
-msgid "Toggle navigation"
-msgstr "Basculer la navigation"
-
 msgid "Sphinx Book Theme"
 msgstr "Thème du livre Sphinx"
 
-msgid "suggest edit"
-msgstr "suggestion de modification"
+msgid "Download source file"
+msgstr "Télécharger le fichier source"
 
-msgid "Open an issue"
-msgstr "Ouvrez un problème"
+msgid "Contents"
+msgstr "Contenu"
 
-msgid "Launch"
-msgstr "lancement"
+msgid "By"
+msgstr "Par"
+
+msgid "Copyright"
+msgstr "droits d'auteur"
 
 msgid "Fullscreen mode"
 msgstr "Mode plein écran"
 
-msgid "Edit this page"
-msgstr "Modifier cette page"
+msgid "Open an issue"
+msgstr "Ouvrez un problème"
 
-msgid "By the"
-msgstr "Par le"
+msgid "previous page"
+msgstr "page précédente"
 
-msgid "next page"
-msgstr "page suivante"
+msgid "Download this page"
+msgstr "Téléchargez cette page"
+
+msgid "Theme by the"
+msgstr "Thème par le"
diff --git a/develop/_static/locales/hr/LC_MESSAGES/booktheme.po b/develop/_static/locales/hr/LC_MESSAGES/booktheme.po
index 42c4233d0..4c425e89a 100644
--- a/develop/_static/locales/hr/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/hr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: hr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Ispis u PDF"
+msgid "suggest edit"
+msgstr "predloži uređivanje"
 
-msgid "Theme by the"
-msgstr "Tema autora"
+msgid "Last updated on"
+msgstr "Posljednje ažuriranje:"
 
-msgid "Download source file"
-msgstr "Preuzmi izvornu datoteku"
+msgid "Edit this page"
+msgstr "Uredite ovu stranicu"
 
-msgid "open issue"
-msgstr "otvoreno izdanje"
+msgid "Launch"
+msgstr "Pokrenite"
 
-msgid "Contents"
-msgstr "Sadržaj"
+msgid "Print to PDF"
+msgstr "Ispis u PDF"
 
-msgid "previous page"
-msgstr "Prethodna stranica"
+msgid "open issue"
+msgstr "otvoreno izdanje"
 
 msgid "Download notebook file"
 msgstr "Preuzmi datoteku bilježnice"
 
-msgid "Copyright"
-msgstr "Autorska prava"
-
-msgid "Download this page"
-msgstr "Preuzmite ovu stranicu"
+msgid "Toggle navigation"
+msgstr "Uključi / isključi navigaciju"
 
 msgid "Source repository"
 msgstr "Izvorno spremište"
 
-msgid "By"
-msgstr "Po"
+msgid "By the"
+msgstr "Od strane"
+
+msgid "next page"
+msgstr "sljedeća stranica"
 
 msgid "repository"
 msgstr "spremište"
 
-msgid "Last updated on"
-msgstr "Posljednje ažuriranje:"
-
-msgid "Toggle navigation"
-msgstr "Uključi / isključi navigaciju"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema knjige Sphinx"
 
-msgid "suggest edit"
-msgstr "predloži uređivanje"
+msgid "Download source file"
+msgstr "Preuzmi izvornu datoteku"
 
-msgid "Open an issue"
-msgstr "Otvorite izdanje"
+msgid "Contents"
+msgstr "Sadržaj"
 
-msgid "Launch"
-msgstr "Pokrenite"
+msgid "By"
+msgstr "Po"
+
+msgid "Copyright"
+msgstr "Autorska prava"
 
 msgid "Fullscreen mode"
 msgstr "Način preko cijelog zaslona"
 
-msgid "Edit this page"
-msgstr "Uredite ovu stranicu"
+msgid "Open an issue"
+msgstr "Otvorite izdanje"
 
-msgid "By the"
-msgstr "Od strane"
+msgid "previous page"
+msgstr "Prethodna stranica"
 
-msgid "next page"
-msgstr "sljedeća stranica"
+msgid "Download this page"
+msgstr "Preuzmite ovu stranicu"
+
+msgid "Theme by the"
+msgstr "Tema autora"
diff --git a/develop/_static/locales/id/LC_MESSAGES/booktheme.po b/develop/_static/locales/id/LC_MESSAGES/booktheme.po
index b8d8d898e..5db2ae147 100644
--- a/develop/_static/locales/id/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/id/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: id\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Cetak ke PDF"
+msgid "suggest edit"
+msgstr "menyarankan edit"
 
-msgid "Theme by the"
-msgstr "Tema oleh"
+msgid "Last updated on"
+msgstr "Terakhir diperbarui saat"
 
-msgid "Download source file"
-msgstr "Unduh file sumber"
+msgid "Edit this page"
+msgstr "Edit halaman ini"
 
-msgid "open issue"
-msgstr "masalah terbuka"
+msgid "Launch"
+msgstr "Meluncurkan"
 
-msgid "Contents"
-msgstr "Isi"
+msgid "Print to PDF"
+msgstr "Cetak ke PDF"
 
-msgid "previous page"
-msgstr "halaman sebelumnya"
+msgid "open issue"
+msgstr "masalah terbuka"
 
 msgid "Download notebook file"
 msgstr "Unduh file notebook"
 
-msgid "Copyright"
-msgstr "hak cipta"
-
-msgid "Download this page"
-msgstr "Unduh halaman ini"
+msgid "Toggle navigation"
+msgstr "Alihkan navigasi"
 
 msgid "Source repository"
 msgstr "Repositori sumber"
 
-msgid "By"
+msgid "By the"
 msgstr "Oleh"
 
+msgid "next page"
+msgstr "halaman selanjutnya"
+
 msgid "repository"
 msgstr "gudang"
 
-msgid "Last updated on"
-msgstr "Terakhir diperbarui saat"
-
-msgid "Toggle navigation"
-msgstr "Alihkan navigasi"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema Buku Sphinx"
 
-msgid "suggest edit"
-msgstr "menyarankan edit"
+msgid "Download source file"
+msgstr "Unduh file sumber"
 
-msgid "Open an issue"
-msgstr "Buka masalah"
+msgid "Contents"
+msgstr "Isi"
 
-msgid "Launch"
-msgstr "Meluncurkan"
+msgid "By"
+msgstr "Oleh"
+
+msgid "Copyright"
+msgstr "hak cipta"
 
 msgid "Fullscreen mode"
 msgstr "Mode layar penuh"
 
-msgid "Edit this page"
-msgstr "Edit halaman ini"
+msgid "Open an issue"
+msgstr "Buka masalah"
 
-msgid "By the"
-msgstr "Oleh"
+msgid "previous page"
+msgstr "halaman sebelumnya"
 
-msgid "next page"
-msgstr "halaman selanjutnya"
+msgid "Download this page"
+msgstr "Unduh halaman ini"
+
+msgid "Theme by the"
+msgstr "Tema oleh"
diff --git a/develop/_static/locales/it/LC_MESSAGES/booktheme.po b/develop/_static/locales/it/LC_MESSAGES/booktheme.po
index 36fca59f8..7d54fdefa 100644
--- a/develop/_static/locales/it/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/it/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: it\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Stampa in PDF"
+msgid "suggest edit"
+msgstr "suggerisci modifica"
 
-msgid "Theme by the"
-msgstr "Tema di"
+msgid "Last updated on"
+msgstr "Ultimo aggiornamento il"
 
-msgid "Download source file"
-msgstr "Scarica il file sorgente"
+msgid "Edit this page"
+msgstr "Modifica questa pagina"
 
-msgid "open issue"
-msgstr "questione aperta"
+msgid "Launch"
+msgstr "Lanciare"
 
-msgid "Contents"
-msgstr "Contenuti"
+msgid "Print to PDF"
+msgstr "Stampa in PDF"
 
-msgid "previous page"
-msgstr "pagina precedente"
+msgid "open issue"
+msgstr "questione aperta"
 
 msgid "Download notebook file"
 msgstr "Scarica il file del taccuino"
 
-msgid "Copyright"
-msgstr "Diritto d'autore"
-
-msgid "Download this page"
-msgstr "Scarica questa pagina"
+msgid "Toggle navigation"
+msgstr "Attiva / disattiva la navigazione"
 
 msgid "Source repository"
 msgstr "Repository di origine"
 
-msgid "By"
-msgstr "Di"
+msgid "By the"
+msgstr "Dal"
+
+msgid "next page"
+msgstr "pagina successiva"
 
 msgid "repository"
 msgstr "repository"
 
-msgid "Last updated on"
-msgstr "Ultimo aggiornamento il"
-
-msgid "Toggle navigation"
-msgstr "Attiva / disattiva la navigazione"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema del libro della Sfinge"
 
-msgid "suggest edit"
-msgstr "suggerisci modifica"
+msgid "Download source file"
+msgstr "Scarica il file sorgente"
 
-msgid "Open an issue"
-msgstr "Apri un problema"
+msgid "Contents"
+msgstr "Contenuti"
 
-msgid "Launch"
-msgstr "Lanciare"
+msgid "By"
+msgstr "Di"
+
+msgid "Copyright"
+msgstr "Diritto d'autore"
 
 msgid "Fullscreen mode"
 msgstr "Modalità schermo intero"
 
-msgid "Edit this page"
-msgstr "Modifica questa pagina"
+msgid "Open an issue"
+msgstr "Apri un problema"
 
-msgid "By the"
-msgstr "Dal"
+msgid "previous page"
+msgstr "pagina precedente"
 
-msgid "next page"
-msgstr "pagina successiva"
+msgid "Download this page"
+msgstr "Scarica questa pagina"
+
+msgid "Theme by the"
+msgstr "Tema di"
diff --git a/develop/_static/locales/iw/LC_MESSAGES/booktheme.po b/develop/_static/locales/iw/LC_MESSAGES/booktheme.po
index dede9cb08..32b017cf6 100644
--- a/develop/_static/locales/iw/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/iw/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: iw\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "הדפס לקובץ PDF"
+msgid "suggest edit"
+msgstr "מציע לערוך"
 
-msgid "Theme by the"
-msgstr "נושא מאת"
+msgid "Last updated on"
+msgstr "עודכן לאחרונה ב"
 
-msgid "Download source file"
-msgstr "הורד את קובץ המקור"
+msgid "Edit this page"
+msgstr "ערוך דף זה"
 
-msgid "open issue"
-msgstr "בעיה פתוחה"
+msgid "Launch"
+msgstr "לְהַשִׁיק"
 
-msgid "Contents"
-msgstr "תוכן"
+msgid "Print to PDF"
+msgstr "הדפס לקובץ PDF"
 
-msgid "previous page"
-msgstr "עמוד קודם"
+msgid "open issue"
+msgstr "בעיה פתוחה"
 
 msgid "Download notebook file"
 msgstr "הורד קובץ מחברת"
 
-msgid "Copyright"
-msgstr "זכויות יוצרים"
-
-msgid "Download this page"
-msgstr "הורד דף זה"
+msgid "Toggle navigation"
+msgstr "החלף ניווט"
 
 msgid "Source repository"
 msgstr "מאגר המקורות"
 
-msgid "By"
-msgstr "על ידי"
+msgid "By the"
+msgstr "דרך"
+
+msgid "next page"
+msgstr "עמוד הבא"
 
 msgid "repository"
 msgstr "מאגר"
 
-msgid "Last updated on"
-msgstr "עודכן לאחרונה ב"
-
-msgid "Toggle navigation"
-msgstr "החלף ניווט"
-
 msgid "Sphinx Book Theme"
 msgstr "נושא ספר ספינקס"
 
-msgid "suggest edit"
-msgstr "מציע לערוך"
+msgid "Download source file"
+msgstr "הורד את קובץ המקור"
 
-msgid "Open an issue"
-msgstr "פתח גיליון"
+msgid "Contents"
+msgstr "תוכן"
 
-msgid "Launch"
-msgstr "לְהַשִׁיק"
+msgid "By"
+msgstr "על ידי"
+
+msgid "Copyright"
+msgstr "זכויות יוצרים"
 
 msgid "Fullscreen mode"
 msgstr "מצב מסך מלא"
 
-msgid "Edit this page"
-msgstr "ערוך דף זה"
+msgid "Open an issue"
+msgstr "פתח גיליון"
 
-msgid "By the"
-msgstr "דרך"
+msgid "previous page"
+msgstr "עמוד קודם"
 
-msgid "next page"
-msgstr "עמוד הבא"
+msgid "Download this page"
+msgstr "הורד דף זה"
+
+msgid "Theme by the"
+msgstr "נושא מאת"
diff --git a/develop/_static/locales/ja/LC_MESSAGES/booktheme.po b/develop/_static/locales/ja/LC_MESSAGES/booktheme.po
index 2615f0d87..16924e197 100644
--- a/develop/_static/locales/ja/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ja/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ja\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDFに印刷"
+msgid "suggest edit"
+msgstr "編集を提案する"
 
-msgid "Theme by the"
-msgstr "のテーマ"
+msgid "Last updated on"
+msgstr "最終更新日"
 
-msgid "Download source file"
-msgstr "ソースファイルをダウンロード"
+msgid "Edit this page"
+msgstr "このページを編集"
 
-msgid "open issue"
-msgstr "未解決の問題"
+msgid "Launch"
+msgstr "起動"
 
-msgid "Contents"
-msgstr "目次"
+msgid "Print to PDF"
+msgstr "PDFに印刷"
 
-msgid "previous page"
-msgstr "前のページ"
+msgid "open issue"
+msgstr "未解決の問題"
 
 msgid "Download notebook file"
 msgstr "ノートブックファイルをダウンロード"
 
-msgid "Copyright"
-msgstr "Copyright"
-
-msgid "Download this page"
-msgstr "このページをダウンロード"
+msgid "Toggle navigation"
+msgstr "ナビゲーションを切り替え"
 
 msgid "Source repository"
 msgstr "ソースリポジトリ"
 
-msgid "By"
-msgstr "著者"
+msgid "By the"
+msgstr "によって"
+
+msgid "next page"
+msgstr "次のページ"
 
 msgid "repository"
 msgstr "リポジトリ"
 
-msgid "Last updated on"
-msgstr "最終更新日"
-
-msgid "Toggle navigation"
-msgstr "ナビゲーションを切り替え"
-
 msgid "Sphinx Book Theme"
 msgstr "スフィンクスの本のテーマ"
 
-msgid "suggest edit"
-msgstr "編集を提案する"
+msgid "Download source file"
+msgstr "ソースファイルをダウンロード"
 
-msgid "Open an issue"
-msgstr "問題を報告"
+msgid "Contents"
+msgstr "目次"
 
-msgid "Launch"
-msgstr "起動"
+msgid "By"
+msgstr "著者"
+
+msgid "Copyright"
+msgstr "Copyright"
 
 msgid "Fullscreen mode"
 msgstr "全画面モード"
 
-msgid "Edit this page"
-msgstr "このページを編集"
+msgid "Open an issue"
+msgstr "問題を報告"
 
-msgid "By the"
-msgstr "によって"
+msgid "previous page"
+msgstr "前のページ"
 
-msgid "next page"
-msgstr "次のページ"
+msgid "Download this page"
+msgstr "このページをダウンロード"
+
+msgid "Theme by the"
+msgstr "のテーマ"
diff --git a/develop/_static/locales/ko/LC_MESSAGES/booktheme.po b/develop/_static/locales/ko/LC_MESSAGES/booktheme.po
index c9e13a427..69dd18f77 100644
--- a/develop/_static/locales/ko/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ko/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ko\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDF로 인쇄"
+msgid "suggest edit"
+msgstr "편집 제안"
 
-msgid "Theme by the"
-msgstr "테마별"
+msgid "Last updated on"
+msgstr "마지막 업데이트"
 
-msgid "Download source file"
-msgstr "소스 파일 다운로드"
+msgid "Edit this page"
+msgstr "이 페이지 편집"
 
-msgid "open issue"
-msgstr "열린 문제"
+msgid "Launch"
+msgstr "시작하다"
 
-msgid "Contents"
-msgstr "내용"
+msgid "Print to PDF"
+msgstr "PDF로 인쇄"
 
-msgid "previous page"
-msgstr "이전 페이지"
+msgid "open issue"
+msgstr "열린 문제"
 
 msgid "Download notebook file"
 msgstr "노트북 파일 다운로드"
 
-msgid "Copyright"
-msgstr "저작권"
-
-msgid "Download this page"
-msgstr "이 페이지 다운로드"
+msgid "Toggle navigation"
+msgstr "탐색 전환"
 
 msgid "Source repository"
 msgstr "소스 저장소"
 
-msgid "By"
-msgstr "으로"
+msgid "By the"
+msgstr "에 의해"
+
+msgid "next page"
+msgstr "다음 페이지"
 
 msgid "repository"
 msgstr "저장소"
 
-msgid "Last updated on"
-msgstr "마지막 업데이트"
-
-msgid "Toggle navigation"
-msgstr "탐색 전환"
-
 msgid "Sphinx Book Theme"
 msgstr "스핑크스 도서 테마"
 
-msgid "suggest edit"
-msgstr "편집 제안"
+msgid "Download source file"
+msgstr "소스 파일 다운로드"
 
-msgid "Open an issue"
-msgstr "이슈 열기"
+msgid "Contents"
+msgstr "내용"
 
-msgid "Launch"
-msgstr "시작하다"
+msgid "By"
+msgstr "으로"
+
+msgid "Copyright"
+msgstr "저작권"
 
 msgid "Fullscreen mode"
 msgstr "전체 화면으로보기"
 
-msgid "Edit this page"
-msgstr "이 페이지 편집"
+msgid "Open an issue"
+msgstr "이슈 열기"
 
-msgid "By the"
-msgstr "에 의해"
+msgid "previous page"
+msgstr "이전 페이지"
 
-msgid "next page"
-msgstr "다음 페이지"
+msgid "Download this page"
+msgstr "이 페이지 다운로드"
+
+msgid "Theme by the"
+msgstr "테마별"
diff --git a/develop/_static/locales/lt/LC_MESSAGES/booktheme.po b/develop/_static/locales/lt/LC_MESSAGES/booktheme.po
index 35eabd955..9f037752c 100644
--- a/develop/_static/locales/lt/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/lt/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: lt\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Spausdinti į PDF"
+msgid "suggest edit"
+msgstr "pasiūlyti redaguoti"
 
-msgid "Theme by the"
-msgstr "Tema"
+msgid "Last updated on"
+msgstr "Paskutinį kartą atnaujinta"
 
-msgid "Download source file"
-msgstr "Atsisiųsti šaltinio failą"
+msgid "Edit this page"
+msgstr "Redaguoti šį puslapį"
 
-msgid "open issue"
-msgstr "atviras klausimas"
+msgid "Launch"
+msgstr "Paleiskite"
 
-msgid "Contents"
-msgstr "Turinys"
+msgid "Print to PDF"
+msgstr "Spausdinti į PDF"
 
-msgid "previous page"
-msgstr "Ankstesnis puslapis"
+msgid "open issue"
+msgstr "atviras klausimas"
 
 msgid "Download notebook file"
 msgstr "Atsisiųsti nešiojamojo kompiuterio failą"
 
-msgid "Copyright"
-msgstr "Autorių teisės"
-
-msgid "Download this page"
-msgstr "Atsisiųskite šį puslapį"
+msgid "Toggle navigation"
+msgstr "Perjungti naršymą"
 
 msgid "Source repository"
 msgstr "Šaltinio saugykla"
 
-msgid "By"
-msgstr "Iki"
+msgid "By the"
+msgstr "Prie"
+
+msgid "next page"
+msgstr "Kitas puslapis"
 
 msgid "repository"
 msgstr "saugykla"
 
-msgid "Last updated on"
-msgstr "Paskutinį kartą atnaujinta"
-
-msgid "Toggle navigation"
-msgstr "Perjungti naršymą"
-
 msgid "Sphinx Book Theme"
 msgstr "Sfinkso knygos tema"
 
-msgid "suggest edit"
-msgstr "pasiūlyti redaguoti"
+msgid "Download source file"
+msgstr "Atsisiųsti šaltinio failą"
 
-msgid "Open an issue"
-msgstr "Atidarykite problemą"
+msgid "Contents"
+msgstr "Turinys"
 
-msgid "Launch"
-msgstr "Paleiskite"
+msgid "By"
+msgstr "Iki"
+
+msgid "Copyright"
+msgstr "Autorių teisės"
 
 msgid "Fullscreen mode"
 msgstr "Pilno ekrano režimas"
 
-msgid "Edit this page"
-msgstr "Redaguoti šį puslapį"
+msgid "Open an issue"
+msgstr "Atidarykite problemą"
 
-msgid "By the"
-msgstr "Prie"
+msgid "previous page"
+msgstr "Ankstesnis puslapis"
 
-msgid "next page"
-msgstr "Kitas puslapis"
+msgid "Download this page"
+msgstr "Atsisiųskite šį puslapį"
+
+msgid "Theme by the"
+msgstr "Tema"
diff --git a/develop/_static/locales/lv/LC_MESSAGES/booktheme.po b/develop/_static/locales/lv/LC_MESSAGES/booktheme.po
index ee1bd08df..c9633b545 100644
--- a/develop/_static/locales/lv/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/lv/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: lv\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Drukāt PDF formātā"
+msgid "suggest edit"
+msgstr "ieteikt rediģēt"
 
-msgid "Theme by the"
-msgstr "Autora tēma"
+msgid "Last updated on"
+msgstr "Pēdējoreiz atjaunināts"
 
-msgid "Download source file"
-msgstr "Lejupielādēt avota failu"
+msgid "Edit this page"
+msgstr "Rediģēt šo lapu"
 
-msgid "open issue"
-msgstr "atklāts jautājums"
+msgid "Launch"
+msgstr "Uzsākt"
 
-msgid "Contents"
-msgstr "Saturs"
+msgid "Print to PDF"
+msgstr "Drukāt PDF formātā"
 
-msgid "previous page"
-msgstr "iepriekšējā lapa"
+msgid "open issue"
+msgstr "atklāts jautājums"
 
 msgid "Download notebook file"
 msgstr "Lejupielādēt piezīmju grāmatiņu"
 
-msgid "Copyright"
-msgstr "Autortiesības"
-
-msgid "Download this page"
-msgstr "Lejupielādējiet šo lapu"
+msgid "Toggle navigation"
+msgstr "Pārslēgt navigāciju"
 
 msgid "Source repository"
 msgstr "Avota krātuve"
 
-msgid "By"
-msgstr "Autors"
+msgid "By the"
+msgstr "Ar"
+
+msgid "next page"
+msgstr "nākamā lapaspuse"
 
 msgid "repository"
 msgstr "krātuve"
 
-msgid "Last updated on"
-msgstr "Pēdējoreiz atjaunināts"
-
-msgid "Toggle navigation"
-msgstr "Pārslēgt navigāciju"
-
 msgid "Sphinx Book Theme"
 msgstr "Sfinksa grāmatas tēma"
 
-msgid "suggest edit"
-msgstr "ieteikt rediģēt"
+msgid "Download source file"
+msgstr "Lejupielādēt avota failu"
 
-msgid "Open an issue"
-msgstr "Atveriet problēmu"
+msgid "Contents"
+msgstr "Saturs"
 
-msgid "Launch"
-msgstr "Uzsākt"
+msgid "By"
+msgstr "Autors"
+
+msgid "Copyright"
+msgstr "Autortiesības"
 
 msgid "Fullscreen mode"
 msgstr "Pilnekrāna režīms"
 
-msgid "Edit this page"
-msgstr "Rediģēt šo lapu"
+msgid "Open an issue"
+msgstr "Atveriet problēmu"
 
-msgid "By the"
-msgstr "Ar"
+msgid "previous page"
+msgstr "iepriekšējā lapa"
 
-msgid "next page"
-msgstr "nākamā lapaspuse"
+msgid "Download this page"
+msgstr "Lejupielādējiet šo lapu"
+
+msgid "Theme by the"
+msgstr "Autora tēma"
diff --git a/develop/_static/locales/ml/LC_MESSAGES/booktheme.po b/develop/_static/locales/ml/LC_MESSAGES/booktheme.po
index d471277d6..9a6a41e8e 100644
--- a/develop/_static/locales/ml/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ml/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ml\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDF- ലേക്ക് പ്രിന്റുചെയ്യുക"
+msgid "suggest edit"
+msgstr "എഡിറ്റുചെയ്യാൻ നിർദ്ദേശിക്കുക"
 
-msgid "Theme by the"
-msgstr "പ്രമേയം"
+msgid "Last updated on"
+msgstr "അവസാനം അപ്‌ഡേറ്റുചെയ്‌തത്"
 
-msgid "Download source file"
-msgstr "ഉറവിട ഫയൽ ഡൗൺലോഡുചെയ്യുക"
+msgid "Edit this page"
+msgstr "ഈ പേജ് എഡിറ്റുചെയ്യുക"
+
+msgid "Launch"
+msgstr "സമാരംഭിക്കുക"
+
+msgid "Print to PDF"
+msgstr "PDF- ലേക്ക് പ്രിന്റുചെയ്യുക"
 
 msgid "open issue"
 msgstr "തുറന്ന പ്രശ്നം"
 
-msgid "previous page"
-msgstr "മുൻപത്തെ താൾ"
-
 msgid "Download notebook file"
 msgstr "നോട്ട്ബുക്ക് ഫയൽ ഡൺലോഡ് ചെയ്യുക"
 
-msgid "Copyright"
-msgstr "പകർപ്പവകാശം"
-
-msgid "Download this page"
-msgstr "ഈ പേജ് ഡൗൺലോഡുചെയ്യുക"
+msgid "Toggle navigation"
+msgstr "നാവിഗേഷൻ ടോഗിൾ ചെയ്യുക"
 
 msgid "Source repository"
 msgstr "ഉറവിട ശേഖരം"
 
-msgid "By"
+msgid "By the"
 msgstr "എഴുതിയത്"
 
-msgid "Last updated on"
-msgstr "അവസാനം അപ്‌ഡേറ്റുചെയ്‌തത്"
-
-msgid "Toggle navigation"
-msgstr "നാവിഗേഷൻ ടോഗിൾ ചെയ്യുക"
+msgid "next page"
+msgstr "അടുത്ത പേജ്"
 
 msgid "Sphinx Book Theme"
 msgstr "സ്ഫിങ്ക്സ് പുസ്തക തീം"
 
-msgid "suggest edit"
-msgstr "എഡിറ്റുചെയ്യാൻ നിർദ്ദേശിക്കുക"
+msgid "Download source file"
+msgstr "ഉറവിട ഫയൽ ഡൗൺലോഡുചെയ്യുക"
+
+msgid "By"
+msgstr "എഴുതിയത്"
+
+msgid "Copyright"
+msgstr "പകർപ്പവകാശം"
 
 msgid "Open an issue"
 msgstr "ഒരു പ്രശ്നം തുറക്കുക"
 
-msgid "Launch"
-msgstr "സമാരംഭിക്കുക"
-
-msgid "Edit this page"
-msgstr "ഈ പേജ് എഡിറ്റുചെയ്യുക"
+msgid "previous page"
+msgstr "മുൻപത്തെ താൾ"
 
-msgid "By the"
-msgstr "എഴുതിയത്"
+msgid "Download this page"
+msgstr "ഈ പേജ് ഡൗൺലോഡുചെയ്യുക"
 
-msgid "next page"
-msgstr "അടുത്ത പേജ്"
+msgid "Theme by the"
+msgstr "പ്രമേയം"
diff --git a/develop/_static/locales/mr/LC_MESSAGES/booktheme.po b/develop/_static/locales/mr/LC_MESSAGES/booktheme.po
index f3694acfa..ef72d8c6b 100644
--- a/develop/_static/locales/mr/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/mr/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: mr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "पीडीएफवर मुद्रित करा"
+msgid "suggest edit"
+msgstr "संपादन सुचवा"
 
-msgid "Theme by the"
-msgstr "द्वारा थीम"
+msgid "Last updated on"
+msgstr "अखेरचे अद्यतनित"
 
-msgid "Download source file"
-msgstr "स्त्रोत फाइल डाउनलोड करा"
+msgid "Edit this page"
+msgstr "हे पृष्ठ संपादित करा"
+
+msgid "Launch"
+msgstr "लाँच करा"
+
+msgid "Print to PDF"
+msgstr "पीडीएफवर मुद्रित करा"
 
 msgid "open issue"
 msgstr "खुला मुद्दा"
 
-msgid "previous page"
-msgstr "मागील पान"
-
 msgid "Download notebook file"
 msgstr "नोटबुक फाईल डाउनलोड करा"
 
-msgid "Copyright"
-msgstr "कॉपीराइट"
-
-msgid "Download this page"
-msgstr "हे पृष्ठ डाउनलोड करा"
+msgid "Toggle navigation"
+msgstr "नेव्हिगेशन टॉगल करा"
 
 msgid "Source repository"
 msgstr "स्त्रोत भांडार"
 
-msgid "By"
+msgid "By the"
 msgstr "द्वारा"
 
-msgid "Last updated on"
-msgstr "अखेरचे अद्यतनित"
-
-msgid "Toggle navigation"
-msgstr "नेव्हिगेशन टॉगल करा"
+msgid "next page"
+msgstr "पुढील पृष्ठ"
 
 msgid "Sphinx Book Theme"
 msgstr "स्फिंक्स बुक थीम"
 
-msgid "suggest edit"
-msgstr "संपादन सुचवा"
+msgid "Download source file"
+msgstr "स्त्रोत फाइल डाउनलोड करा"
+
+msgid "By"
+msgstr "द्वारा"
+
+msgid "Copyright"
+msgstr "कॉपीराइट"
 
 msgid "Open an issue"
 msgstr "एक मुद्दा उघडा"
 
-msgid "Launch"
-msgstr "लाँच करा"
-
-msgid "Edit this page"
-msgstr "हे पृष्ठ संपादित करा"
+msgid "previous page"
+msgstr "मागील पान"
 
-msgid "By the"
-msgstr "द्वारा"
+msgid "Download this page"
+msgstr "हे पृष्ठ डाउनलोड करा"
 
-msgid "next page"
-msgstr "पुढील पृष्ठ"
+msgid "Theme by the"
+msgstr "द्वारा थीम"
diff --git a/develop/_static/locales/ms/LC_MESSAGES/booktheme.po b/develop/_static/locales/ms/LC_MESSAGES/booktheme.po
index 65b7c6026..e29cbe2ec 100644
--- a/develop/_static/locales/ms/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ms/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ms\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Cetak ke PDF"
+msgid "suggest edit"
+msgstr "cadangkan edit"
 
-msgid "Theme by the"
-msgstr "Tema oleh"
+msgid "Last updated on"
+msgstr "Terakhir dikemas kini pada"
 
-msgid "Download source file"
-msgstr "Muat turun fail sumber"
+msgid "Edit this page"
+msgstr "Edit halaman ini"
+
+msgid "Launch"
+msgstr "Lancarkan"
+
+msgid "Print to PDF"
+msgstr "Cetak ke PDF"
 
 msgid "open issue"
 msgstr "isu terbuka"
 
-msgid "previous page"
-msgstr "halaman sebelumnya"
-
 msgid "Download notebook file"
 msgstr "Muat turun fail buku nota"
 
-msgid "Copyright"
-msgstr "hak cipta"
-
-msgid "Download this page"
-msgstr "Muat turun halaman ini"
+msgid "Toggle navigation"
+msgstr "Togol navigasi"
 
 msgid "Source repository"
 msgstr "Repositori sumber"
 
-msgid "By"
+msgid "By the"
 msgstr "Oleh"
 
-msgid "Last updated on"
-msgstr "Terakhir dikemas kini pada"
-
-msgid "Toggle navigation"
-msgstr "Togol navigasi"
+msgid "next page"
+msgstr "muka surat seterusnya"
 
 msgid "Sphinx Book Theme"
 msgstr "Tema Buku Sphinx"
 
-msgid "suggest edit"
-msgstr "cadangkan edit"
+msgid "Download source file"
+msgstr "Muat turun fail sumber"
+
+msgid "By"
+msgstr "Oleh"
+
+msgid "Copyright"
+msgstr "hak cipta"
 
 msgid "Open an issue"
 msgstr "Buka masalah"
 
-msgid "Launch"
-msgstr "Lancarkan"
-
-msgid "Edit this page"
-msgstr "Edit halaman ini"
+msgid "previous page"
+msgstr "halaman sebelumnya"
 
-msgid "By the"
-msgstr "Oleh"
+msgid "Download this page"
+msgstr "Muat turun halaman ini"
 
-msgid "next page"
-msgstr "muka surat seterusnya"
+msgid "Theme by the"
+msgstr "Tema oleh"
diff --git a/develop/_static/locales/nl/LC_MESSAGES/booktheme.po b/develop/_static/locales/nl/LC_MESSAGES/booktheme.po
index 71bd1cda7..e4844d7c9 100644
--- a/develop/_static/locales/nl/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/nl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: nl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Afdrukken naar pdf"
+msgid "suggest edit"
+msgstr "suggereren bewerken"
 
-msgid "Theme by the"
-msgstr "Thema door de"
+msgid "Last updated on"
+msgstr "Laatst geupdate op"
 
-msgid "Download source file"
-msgstr "Download het bronbestand"
+msgid "Edit this page"
+msgstr "bewerk deze pagina"
 
-msgid "open issue"
-msgstr "open probleem"
+msgid "Launch"
+msgstr "Lancering"
 
-msgid "Contents"
-msgstr "Inhoud"
+msgid "Print to PDF"
+msgstr "Afdrukken naar pdf"
 
-msgid "previous page"
-msgstr "vorige pagina"
+msgid "open issue"
+msgstr "open probleem"
 
 msgid "Download notebook file"
 msgstr "Download notebookbestand"
 
-msgid "Copyright"
-msgstr "auteursrechten"
-
-msgid "Download this page"
-msgstr "Download deze pagina"
+msgid "Toggle navigation"
+msgstr "Schakel navigatie"
 
 msgid "Source repository"
 msgstr "Bronopslagplaats"
 
-msgid "By"
-msgstr "Door"
+msgid "By the"
+msgstr "Door de"
+
+msgid "next page"
+msgstr "volgende bladzijde"
 
 msgid "repository"
 msgstr "repository"
 
-msgid "Last updated on"
-msgstr "Laatst geupdate op"
-
-msgid "Toggle navigation"
-msgstr "Schakel navigatie"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx-boekthema"
 
-msgid "suggest edit"
-msgstr "suggereren bewerken"
+msgid "Download source file"
+msgstr "Download het bronbestand"
 
-msgid "Open an issue"
-msgstr "Open een probleem"
+msgid "Contents"
+msgstr "Inhoud"
 
-msgid "Launch"
-msgstr "Lancering"
+msgid "By"
+msgstr "Door"
+
+msgid "Copyright"
+msgstr "auteursrechten"
 
 msgid "Fullscreen mode"
 msgstr "Volledig scherm"
 
-msgid "Edit this page"
-msgstr "bewerk deze pagina"
+msgid "Open an issue"
+msgstr "Open een probleem"
 
-msgid "By the"
-msgstr "Door de"
+msgid "previous page"
+msgstr "vorige pagina"
 
-msgid "next page"
-msgstr "volgende bladzijde"
+msgid "Download this page"
+msgstr "Download deze pagina"
+
+msgid "Theme by the"
+msgstr "Thema door de"
diff --git a/develop/_static/locales/no/LC_MESSAGES/booktheme.po b/develop/_static/locales/no/LC_MESSAGES/booktheme.po
index b21346a51..d079dd9b0 100644
--- a/develop/_static/locales/no/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/no/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: no\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Skriv ut til PDF"
+msgid "suggest edit"
+msgstr "foreslå redigering"
 
-msgid "Theme by the"
-msgstr "Tema av"
+msgid "Last updated on"
+msgstr "Sist oppdatert den"
 
-msgid "Download source file"
-msgstr "Last ned kildefilen"
+msgid "Edit this page"
+msgstr "Rediger denne siden"
 
-msgid "open issue"
-msgstr "åpent nummer"
+msgid "Launch"
+msgstr "Start"
 
-msgid "Contents"
-msgstr "Innhold"
+msgid "Print to PDF"
+msgstr "Skriv ut til PDF"
 
-msgid "previous page"
-msgstr "forrige side"
+msgid "open issue"
+msgstr "åpent nummer"
 
 msgid "Download notebook file"
 msgstr "Last ned notatbokfilen"
 
-msgid "Copyright"
-msgstr "opphavsrett"
-
-msgid "Download this page"
-msgstr "Last ned denne siden"
+msgid "Toggle navigation"
+msgstr "Bytt navigasjon"
 
 msgid "Source repository"
 msgstr "Kildedepot"
 
-msgid "By"
-msgstr "Av"
+msgid "By the"
+msgstr "Ved"
+
+msgid "next page"
+msgstr "neste side"
 
 msgid "repository"
 msgstr "oppbevaringssted"
 
-msgid "Last updated on"
-msgstr "Sist oppdatert den"
-
-msgid "Toggle navigation"
-msgstr "Bytt navigasjon"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx boktema"
 
-msgid "suggest edit"
-msgstr "foreslå redigering"
+msgid "Download source file"
+msgstr "Last ned kildefilen"
 
-msgid "Open an issue"
-msgstr "Åpne et problem"
+msgid "Contents"
+msgstr "Innhold"
 
-msgid "Launch"
-msgstr "Start"
+msgid "By"
+msgstr "Av"
+
+msgid "Copyright"
+msgstr "opphavsrett"
 
 msgid "Fullscreen mode"
 msgstr "Fullskjerm-modus"
 
-msgid "Edit this page"
-msgstr "Rediger denne siden"
+msgid "Open an issue"
+msgstr "Åpne et problem"
 
-msgid "By the"
-msgstr "Ved"
+msgid "previous page"
+msgstr "forrige side"
 
-msgid "next page"
-msgstr "neste side"
+msgid "Download this page"
+msgstr "Last ned denne siden"
+
+msgid "Theme by the"
+msgstr "Tema av"
diff --git a/develop/_static/locales/pl/LC_MESSAGES/booktheme.po b/develop/_static/locales/pl/LC_MESSAGES/booktheme.po
index 1b7233f4f..fcac51d32 100644
--- a/develop/_static/locales/pl/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/pl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: pl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Drukuj do PDF"
+msgid "suggest edit"
+msgstr "zaproponuj edycję"
 
-msgid "Theme by the"
-msgstr "Motyw autorstwa"
+msgid "Last updated on"
+msgstr "Ostatnia aktualizacja"
 
-msgid "Download source file"
-msgstr "Pobierz plik źródłowy"
+msgid "Edit this page"
+msgstr "Edytuj tę strone"
 
-msgid "open issue"
-msgstr "otwarty problem"
+msgid "Launch"
+msgstr "Uruchomić"
 
-msgid "Contents"
-msgstr "Zawartość"
+msgid "Print to PDF"
+msgstr "Drukuj do PDF"
 
-msgid "previous page"
-msgstr "Poprzednia strona"
+msgid "open issue"
+msgstr "otwarty problem"
 
 msgid "Download notebook file"
 msgstr "Pobierz plik notatnika"
 
-msgid "Copyright"
-msgstr "prawa autorskie"
-
-msgid "Download this page"
-msgstr "Pobierz tę stronę"
+msgid "Toggle navigation"
+msgstr "Przełącz nawigację"
 
 msgid "Source repository"
 msgstr "Repozytorium źródłowe"
 
-msgid "By"
+msgid "By the"
 msgstr "Przez"
 
+msgid "next page"
+msgstr "Następna strona"
+
 msgid "repository"
 msgstr "magazyn"
 
-msgid "Last updated on"
-msgstr "Ostatnia aktualizacja"
-
-msgid "Toggle navigation"
-msgstr "Przełącz nawigację"
-
 msgid "Sphinx Book Theme"
 msgstr "Motyw książki Sphinx"
 
-msgid "suggest edit"
-msgstr "zaproponuj edycję"
+msgid "Download source file"
+msgstr "Pobierz plik źródłowy"
 
-msgid "Open an issue"
-msgstr "Otwórz problem"
+msgid "Contents"
+msgstr "Zawartość"
 
-msgid "Launch"
-msgstr "Uruchomić"
+msgid "By"
+msgstr "Przez"
+
+msgid "Copyright"
+msgstr "prawa autorskie"
 
 msgid "Fullscreen mode"
 msgstr "Pełny ekran"
 
-msgid "Edit this page"
-msgstr "Edytuj tę strone"
+msgid "Open an issue"
+msgstr "Otwórz problem"
 
-msgid "By the"
-msgstr "Przez"
+msgid "previous page"
+msgstr "Poprzednia strona"
 
-msgid "next page"
-msgstr "Następna strona"
+msgid "Download this page"
+msgstr "Pobierz tę stronę"
+
+msgid "Theme by the"
+msgstr "Motyw autorstwa"
diff --git a/develop/_static/locales/pt/LC_MESSAGES/booktheme.po b/develop/_static/locales/pt/LC_MESSAGES/booktheme.po
index 1b27314d6..1761db08a 100644
--- a/develop/_static/locales/pt/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/pt/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: pt\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Imprimir em PDF"
+msgid "suggest edit"
+msgstr "sugerir edição"
 
-msgid "Theme by the"
-msgstr "Tema por"
+msgid "Last updated on"
+msgstr "Última atualização em"
 
-msgid "Download source file"
-msgstr "Baixar arquivo fonte"
+msgid "Edit this page"
+msgstr "Edite essa página"
 
-msgid "open issue"
-msgstr "questão aberta"
+msgid "Launch"
+msgstr "Lançamento"
 
-msgid "Contents"
-msgstr "Conteúdo"
+msgid "Print to PDF"
+msgstr "Imprimir em PDF"
 
-msgid "previous page"
-msgstr "página anterior"
+msgid "open issue"
+msgstr "questão aberta"
 
 msgid "Download notebook file"
 msgstr "Baixar arquivo de notebook"
 
-msgid "Copyright"
-msgstr "direito autoral"
-
-msgid "Download this page"
-msgstr "Baixe esta página"
+msgid "Toggle navigation"
+msgstr "Alternar de navegação"
 
 msgid "Source repository"
 msgstr "Repositório fonte"
 
-msgid "By"
-msgstr "De"
+msgid "By the"
+msgstr "Pelo"
+
+msgid "next page"
+msgstr "próxima página"
 
 msgid "repository"
 msgstr "repositório"
 
-msgid "Last updated on"
-msgstr "Última atualização em"
-
-msgid "Toggle navigation"
-msgstr "Alternar de navegação"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema do livro Sphinx"
 
-msgid "suggest edit"
-msgstr "sugerir edição"
+msgid "Download source file"
+msgstr "Baixar arquivo fonte"
 
-msgid "Open an issue"
-msgstr "Abra um problema"
+msgid "Contents"
+msgstr "Conteúdo"
 
-msgid "Launch"
-msgstr "Lançamento"
+msgid "By"
+msgstr "De"
+
+msgid "Copyright"
+msgstr "direito autoral"
 
 msgid "Fullscreen mode"
 msgstr "Modo tela cheia"
 
-msgid "Edit this page"
-msgstr "Edite essa página"
+msgid "Open an issue"
+msgstr "Abra um problema"
 
-msgid "By the"
-msgstr "Pelo"
+msgid "previous page"
+msgstr "página anterior"
 
-msgid "next page"
-msgstr "próxima página"
+msgid "Download this page"
+msgstr "Baixe esta página"
+
+msgid "Theme by the"
+msgstr "Tema por"
diff --git a/develop/_static/locales/ro/LC_MESSAGES/booktheme.po b/develop/_static/locales/ro/LC_MESSAGES/booktheme.po
index 1783ad2c4..db865c8f6 100644
--- a/develop/_static/locales/ro/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ro/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ro\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Imprimați în PDF"
+msgid "suggest edit"
+msgstr "sugerează editare"
 
-msgid "Theme by the"
-msgstr "Tema de"
+msgid "Last updated on"
+msgstr "Ultima actualizare la"
 
-msgid "Download source file"
-msgstr "Descărcați fișierul sursă"
+msgid "Edit this page"
+msgstr "Editați această pagină"
 
-msgid "open issue"
-msgstr "problema deschisă"
+msgid "Launch"
+msgstr "Lansa"
 
-msgid "Contents"
-msgstr "Cuprins"
+msgid "Print to PDF"
+msgstr "Imprimați în PDF"
 
-msgid "previous page"
-msgstr "pagina anterioară"
+msgid "open issue"
+msgstr "problema deschisă"
 
 msgid "Download notebook file"
 msgstr "Descărcați fișierul notebook"
 
-msgid "Copyright"
-msgstr "Drepturi de autor"
-
-msgid "Download this page"
-msgstr "Descarcă această pagină"
+msgid "Toggle navigation"
+msgstr "Comutare navigare"
 
 msgid "Source repository"
 msgstr "Depozit sursă"
 
-msgid "By"
-msgstr "De"
+msgid "By the"
+msgstr "Langa"
+
+msgid "next page"
+msgstr "pagina următoare"
 
 msgid "repository"
 msgstr "repertoriu"
 
-msgid "Last updated on"
-msgstr "Ultima actualizare la"
-
-msgid "Toggle navigation"
-msgstr "Comutare navigare"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema Sphinx Book"
 
-msgid "suggest edit"
-msgstr "sugerează editare"
+msgid "Download source file"
+msgstr "Descărcați fișierul sursă"
 
-msgid "Open an issue"
-msgstr "Deschideți o problemă"
+msgid "Contents"
+msgstr "Cuprins"
 
-msgid "Launch"
-msgstr "Lansa"
+msgid "By"
+msgstr "De"
+
+msgid "Copyright"
+msgstr "Drepturi de autor"
 
 msgid "Fullscreen mode"
 msgstr "Modul ecran întreg"
 
-msgid "Edit this page"
-msgstr "Editați această pagină"
+msgid "Open an issue"
+msgstr "Deschideți o problemă"
 
-msgid "By the"
-msgstr "Langa"
+msgid "previous page"
+msgstr "pagina anterioară"
 
-msgid "next page"
-msgstr "pagina următoare"
+msgid "Download this page"
+msgstr "Descarcă această pagină"
+
+msgid "Theme by the"
+msgstr "Tema de"
diff --git a/develop/_static/locales/ru/LC_MESSAGES/booktheme.po b/develop/_static/locales/ru/LC_MESSAGES/booktheme.po
index b1176b7ae..84ab6eb53 100644
--- a/develop/_static/locales/ru/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ru/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: ru\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Распечатать в PDF"
+msgid "suggest edit"
+msgstr "предложить редактировать"
 
-msgid "Theme by the"
-msgstr "Тема от"
+msgid "Last updated on"
+msgstr "Последнее обновление"
 
-msgid "Download source file"
-msgstr "Скачать исходный файл"
+msgid "Edit this page"
+msgstr "Редактировать эту страницу"
 
-msgid "open issue"
-msgstr "открытый вопрос"
+msgid "Launch"
+msgstr "Запуск"
 
-msgid "Contents"
-msgstr "Содержание"
+msgid "Print to PDF"
+msgstr "Распечатать в PDF"
 
-msgid "previous page"
-msgstr "Предыдущая страница"
+msgid "open issue"
+msgstr "открытый вопрос"
 
 msgid "Download notebook file"
 msgstr "Скачать файл записной книжки"
 
-msgid "Copyright"
-msgstr "авторское право"
-
-msgid "Download this page"
-msgstr "Загрузите эту страницу"
+msgid "Toggle navigation"
+msgstr "Переключить навигацию"
 
 msgid "Source repository"
 msgstr "Исходный репозиторий"
 
-msgid "By"
-msgstr "По"
+msgid "By the"
+msgstr "Посредством"
+
+msgid "next page"
+msgstr "Следующая страница"
 
 msgid "repository"
 msgstr "хранилище"
 
-msgid "Last updated on"
-msgstr "Последнее обновление"
-
-msgid "Toggle navigation"
-msgstr "Переключить навигацию"
-
 msgid "Sphinx Book Theme"
 msgstr "Тема книги Сфинкс"
 
-msgid "suggest edit"
-msgstr "предложить редактировать"
+msgid "Download source file"
+msgstr "Скачать исходный файл"
 
-msgid "Open an issue"
-msgstr "Открыть вопрос"
+msgid "Contents"
+msgstr "Содержание"
 
-msgid "Launch"
-msgstr "Запуск"
+msgid "By"
+msgstr "По"
+
+msgid "Copyright"
+msgstr "авторское право"
 
 msgid "Fullscreen mode"
 msgstr "Полноэкранный режим"
 
-msgid "Edit this page"
-msgstr "Редактировать эту страницу"
+msgid "Open an issue"
+msgstr "Открыть вопрос"
 
-msgid "By the"
-msgstr "Посредством"
+msgid "previous page"
+msgstr "Предыдущая страница"
 
-msgid "next page"
-msgstr "Следующая страница"
+msgid "Download this page"
+msgstr "Загрузите эту страницу"
+
+msgid "Theme by the"
+msgstr "Тема от"
diff --git a/develop/_static/locales/sk/LC_MESSAGES/booktheme.po b/develop/_static/locales/sk/LC_MESSAGES/booktheme.po
index 650128817..e44878b50 100644
--- a/develop/_static/locales/sk/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/sk/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sk\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Tlač do PDF"
+msgid "suggest edit"
+msgstr "navrhnúť úpravu"
 
-msgid "Theme by the"
-msgstr "Téma od"
+msgid "Last updated on"
+msgstr "Posledná aktualizácia dňa"
 
-msgid "Download source file"
-msgstr "Stiahnite si zdrojový súbor"
+msgid "Edit this page"
+msgstr "Upraviť túto stránku"
 
-msgid "open issue"
-msgstr "otvorené vydanie"
+msgid "Launch"
+msgstr "Spustiť"
 
-msgid "Contents"
-msgstr "Obsah"
+msgid "Print to PDF"
+msgstr "Tlač do PDF"
 
-msgid "previous page"
-msgstr "predchádzajúca strana"
+msgid "open issue"
+msgstr "otvorené vydanie"
 
 msgid "Download notebook file"
 msgstr "Stiahnite si zošit"
 
-msgid "Copyright"
-msgstr "Autorské práva"
-
-msgid "Download this page"
-msgstr "Stiahnite si túto stránku"
+msgid "Toggle navigation"
+msgstr "Prepnúť navigáciu"
 
 msgid "Source repository"
 msgstr "Zdrojové úložisko"
 
-msgid "By"
-msgstr "Autor:"
+msgid "By the"
+msgstr "Podľa"
+
+msgid "next page"
+msgstr "ďalšia strana"
 
 msgid "repository"
 msgstr "Úložisko"
 
-msgid "Last updated on"
-msgstr "Posledná aktualizácia dňa"
-
-msgid "Toggle navigation"
-msgstr "Prepnúť navigáciu"
-
 msgid "Sphinx Book Theme"
 msgstr "Téma knihy Sfinga"
 
-msgid "suggest edit"
-msgstr "navrhnúť úpravu"
+msgid "Download source file"
+msgstr "Stiahnite si zdrojový súbor"
 
-msgid "Open an issue"
-msgstr "Otvorte problém"
+msgid "Contents"
+msgstr "Obsah"
 
-msgid "Launch"
-msgstr "Spustiť"
+msgid "By"
+msgstr "Autor:"
+
+msgid "Copyright"
+msgstr "Autorské práva"
 
 msgid "Fullscreen mode"
 msgstr "Režim celej obrazovky"
 
-msgid "Edit this page"
-msgstr "Upraviť túto stránku"
+msgid "Open an issue"
+msgstr "Otvorte problém"
 
-msgid "By the"
-msgstr "Podľa"
+msgid "previous page"
+msgstr "predchádzajúca strana"
 
-msgid "next page"
-msgstr "ďalšia strana"
+msgid "Download this page"
+msgstr "Stiahnite si túto stránku"
+
+msgid "Theme by the"
+msgstr "Téma od"
diff --git a/develop/_static/locales/sl/LC_MESSAGES/booktheme.po b/develop/_static/locales/sl/LC_MESSAGES/booktheme.po
index 3c7e3a866..228939bcd 100644
--- a/develop/_static/locales/sl/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/sl/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Natisni v PDF"
+msgid "suggest edit"
+msgstr "predlagajte urejanje"
 
-msgid "Theme by the"
-msgstr "Tema avtorja"
+msgid "Last updated on"
+msgstr "Nazadnje posodobljeno dne"
 
-msgid "Download source file"
-msgstr "Prenesite izvorno datoteko"
+msgid "Edit this page"
+msgstr "Uredite to stran"
 
-msgid "open issue"
-msgstr "odprto vprašanje"
+msgid "Launch"
+msgstr "Kosilo"
 
-msgid "Contents"
-msgstr "Vsebina"
+msgid "Print to PDF"
+msgstr "Natisni v PDF"
 
-msgid "previous page"
-msgstr "Prejšnja stran"
+msgid "open issue"
+msgstr "odprto vprašanje"
 
 msgid "Download notebook file"
 msgstr "Prenesite datoteko zvezka"
 
-msgid "Copyright"
-msgstr "avtorske pravice"
-
-msgid "Download this page"
-msgstr "Prenesite to stran"
+msgid "Toggle navigation"
+msgstr "Preklopi navigacijo"
 
 msgid "Source repository"
 msgstr "Izvorno skladišče"
 
-msgid "By"
+msgid "By the"
 msgstr "Avtor"
 
+msgid "next page"
+msgstr "Naslednja stran"
+
 msgid "repository"
 msgstr "odlagališče"
 
-msgid "Last updated on"
-msgstr "Nazadnje posodobljeno dne"
-
-msgid "Toggle navigation"
-msgstr "Preklopi navigacijo"
-
 msgid "Sphinx Book Theme"
 msgstr "Tema knjige Sphinx"
 
-msgid "suggest edit"
-msgstr "predlagajte urejanje"
+msgid "Download source file"
+msgstr "Prenesite izvorno datoteko"
 
-msgid "Open an issue"
-msgstr "Odprite številko"
+msgid "Contents"
+msgstr "Vsebina"
 
-msgid "Launch"
-msgstr "Kosilo"
+msgid "By"
+msgstr "Avtor"
+
+msgid "Copyright"
+msgstr "avtorske pravice"
 
 msgid "Fullscreen mode"
 msgstr "Celozaslonski način"
 
-msgid "Edit this page"
-msgstr "Uredite to stran"
+msgid "Open an issue"
+msgstr "Odprite številko"
 
-msgid "By the"
-msgstr "Avtor"
+msgid "previous page"
+msgstr "Prejšnja stran"
 
-msgid "next page"
-msgstr "Naslednja stran"
+msgid "Download this page"
+msgstr "Prenesite to stran"
+
+msgid "Theme by the"
+msgstr "Tema avtorja"
diff --git a/develop/_static/locales/sr/LC_MESSAGES/booktheme.po b/develop/_static/locales/sr/LC_MESSAGES/booktheme.po
index 773b8adae..1a712a18d 100644
--- a/develop/_static/locales/sr/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/sr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Испис у ПДФ"
+msgid "suggest edit"
+msgstr "предложи уређивање"
 
-msgid "Theme by the"
-msgstr "Тхеме би"
+msgid "Last updated on"
+msgstr "Последње ажурирање"
 
-msgid "Download source file"
-msgstr "Преузми изворну датотеку"
+msgid "Edit this page"
+msgstr "Уредите ову страницу"
 
-msgid "open issue"
-msgstr "отворено издање"
+msgid "Launch"
+msgstr "Лансирање"
 
-msgid "Contents"
-msgstr "Садржај"
+msgid "Print to PDF"
+msgstr "Испис у ПДФ"
 
-msgid "previous page"
-msgstr "Претходна страница"
+msgid "open issue"
+msgstr "отворено издање"
 
 msgid "Download notebook file"
 msgstr "Преузмите датотеку бележнице"
 
-msgid "Copyright"
-msgstr "Ауторско право"
-
-msgid "Download this page"
-msgstr "Преузмите ову страницу"
+msgid "Toggle navigation"
+msgstr "Укључи / искључи навигацију"
 
 msgid "Source repository"
 msgstr "Изворно спремиште"
 
-msgid "By"
-msgstr "Од стране"
+msgid "By the"
+msgstr "Од"
+
+msgid "next page"
+msgstr "Следећа страна"
 
 msgid "repository"
 msgstr "спремиште"
 
-msgid "Last updated on"
-msgstr "Последње ажурирање"
-
-msgid "Toggle navigation"
-msgstr "Укључи / искључи навигацију"
-
 msgid "Sphinx Book Theme"
 msgstr "Тема књиге Спхинк"
 
-msgid "suggest edit"
-msgstr "предложи уређивање"
+msgid "Download source file"
+msgstr "Преузми изворну датотеку"
 
-msgid "Open an issue"
-msgstr "Отворите издање"
+msgid "Contents"
+msgstr "Садржај"
 
-msgid "Launch"
-msgstr "Лансирање"
+msgid "By"
+msgstr "Од стране"
+
+msgid "Copyright"
+msgstr "Ауторско право"
 
 msgid "Fullscreen mode"
 msgstr "Режим целог екрана"
 
-msgid "Edit this page"
-msgstr "Уредите ову страницу"
+msgid "Open an issue"
+msgstr "Отворите издање"
 
-msgid "By the"
-msgstr "Од"
+msgid "previous page"
+msgstr "Претходна страница"
 
-msgid "next page"
-msgstr "Следећа страна"
+msgid "Download this page"
+msgstr "Преузмите ову страницу"
+
+msgid "Theme by the"
+msgstr "Тхеме би"
diff --git a/develop/_static/locales/sv/LC_MESSAGES/booktheme.mo b/develop/_static/locales/sv/LC_MESSAGES/booktheme.mo
index b07dc76ff21128244172d2e415cc899555d8b49d..be951bec201ccd86d534499749af1df8938a14e3 100644
GIT binary patch
delta 365
zcmX}lJxc>Y5C-5eo(7|66hDF>Y++%eXltXDAfyun%RP5;w`AR%duOl{?CgXCv9$1N
zi-3P%$sZ8xEVQ(+vk+{2?-XI#2WH-xd2S3F*Dn|2MD#IAgh!wFCg2yGg0+BX1<t@Z
zxDH!z7cRjg*o3EW0bas7yoF`{4$i^>EcXrJG<<?(?k%8=D)5fNBnsbuf%@3*;36!8
zYj7TJ4z5O2ZD-Fvx=_=hR<v&|$G$Lz&XOeV^;75Xvy9qODJd*FA#KLTU8`-BhP`e_
z8@BmsV3ym`rtBp7n<TMPaF&V0^+LlZ`9siZc5tFE9UUaGw&x<uUxTe}{?Aa^=g1dq
Y6^m3WSyjr3s*@UD2**lC>~NZX05KL?761SM

delta 400
zcmZ9`yGjE=6b9gvxGF{sDtIXe#7+eZ(KaCnqD3V502^kK44KRfvy(+^tnC5;eSvH*
z2tI&=k06NHTZwkI{+rln^>J=L=c)8u8oXT<iRfdBXa;`4Irt41U?Cz}gJrk^x8Mdm
zgzNAOE<p)b;U&y-1~A{dh0E~ncm4>=s9)eLe2-{%yzq&}JQ{`RNzfw94>w`{$Ue*;
zsNP=}c=4c;QYB?vXgbzfbV8;Som<;6Y2w1jdpeCdkC_&ZY2!uHnC?zXs^NB|>fy#(
z9n%CRG_%e$mFT(HTH`!5x=yC7@0piMv3l)@PQpm3uHlIj)+Ev!C;L5W*pAc}tU7#+
k_G&u*AJYmCPP9WNG#4z9Jf=U_<8h)w#==N*Cv}^C0AtK%FaQ7m

diff --git a/develop/_static/locales/sv/LC_MESSAGES/booktheme.po b/develop/_static/locales/sv/LC_MESSAGES/booktheme.po
index bcac54c07..7d2b56d94 100644
--- a/develop/_static/locales/sv/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/sv/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: sv\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Skriv ut till PDF"
+msgid "suggest edit"
+msgstr "föreslå redigering"
 
-msgid "Theme by the"
-msgstr "Tema av"
+msgid "Last updated on"
+msgstr "Senast uppdaterad den"
 
-msgid "Download source file"
-msgstr "Ladda ner källfil"
+msgid "Edit this page"
+msgstr "Redigera den här sidan"
 
-msgid "open issue"
-msgstr "öppna problemrapport"
+msgid "Launch"
+msgstr "Lansera"
 
-msgid "Contents"
-msgstr "Innehåll"
+msgid "Print to PDF"
+msgstr "Skriv ut till PDF"
 
-msgid "previous page"
-msgstr "föregående sida"
+msgid "open issue"
+msgstr "öppet problem"
 
 msgid "Download notebook file"
-msgstr "Ladda ner notebook-fil"
-
-msgid "Copyright"
-msgstr "Upphovsrätt"
+msgstr "Ladda ner anteckningsbokfilen"
 
-msgid "Download this page"
-msgstr "Ladda ner den här sidan"
+msgid "Toggle navigation"
+msgstr "Växla navigering"
 
 msgid "Source repository"
-msgstr "Källkodsrepositorium"
+msgstr "Källförvar"
 
-msgid "By"
-msgstr "Av"
-
-msgid "repository"
-msgstr "repositorium"
+msgid "By the"
+msgstr "Vid"
 
-msgid "Last updated on"
-msgstr "Senast uppdaterad den"
+msgid "next page"
+msgstr "nästa sida"
 
-msgid "Toggle navigation"
-msgstr "Växla navigering"
+msgid "repository"
+msgstr "förvar"
 
 msgid "Sphinx Book Theme"
-msgstr "Sphinx Boktema"
+msgstr "Sphinx boktema"
 
-msgid "suggest edit"
-msgstr "föreslå ändring"
+msgid "Download source file"
+msgstr "Ladda ner källfil"
 
-msgid "Open an issue"
-msgstr "Öppna en problemrapport"
+msgid "Contents"
+msgstr "Innehåll"
 
-msgid "Launch"
-msgstr "Öppna"
+msgid "By"
+msgstr "Förbi"
+
+msgid "Copyright"
+msgstr "upphovsrätt"
 
 msgid "Fullscreen mode"
 msgstr "Fullskärmsläge"
 
-msgid "Edit this page"
-msgstr "Redigera den här sidan"
+msgid "Open an issue"
+msgstr "Öppna ett problem"
 
-msgid "By the"
-msgstr "Av den"
+msgid "previous page"
+msgstr "föregående sida"
 
-msgid "next page"
-msgstr "nästa sida"
+msgid "Download this page"
+msgstr "Ladda ner den här sidan"
+
+msgid "Theme by the"
+msgstr "Tema av"
diff --git a/develop/_static/locales/ta/LC_MESSAGES/booktheme.po b/develop/_static/locales/ta/LC_MESSAGES/booktheme.po
index b48bdfaf1..c75ffe192 100644
--- a/develop/_static/locales/ta/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ta/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ta\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDF இல் அச்சிடுக"
+msgid "suggest edit"
+msgstr "திருத்த பரிந்துரைக்கவும்"
 
-msgid "Theme by the"
-msgstr "வழங்கிய தீம்"
+msgid "Last updated on"
+msgstr "கடைசியாக புதுப்பிக்கப்பட்டது"
 
-msgid "Download source file"
-msgstr "மூல கோப்பைப் பதிவிறக்குக"
+msgid "Edit this page"
+msgstr "இந்தப் பக்கத்தைத் திருத்தவும்"
+
+msgid "Launch"
+msgstr "தொடங்க"
+
+msgid "Print to PDF"
+msgstr "PDF இல் அச்சிடுக"
 
 msgid "open issue"
 msgstr "திறந்த பிரச்சினை"
 
-msgid "previous page"
-msgstr "முந்தைய பக்கம்"
-
 msgid "Download notebook file"
 msgstr "நோட்புக் கோப்பைப் பதிவிறக்கவும்"
 
-msgid "Copyright"
-msgstr "பதிப்புரிமை"
-
-msgid "Download this page"
-msgstr "இந்தப் பக்கத்தைப் பதிவிறக்கவும்"
+msgid "Toggle navigation"
+msgstr "வழிசெலுத்தலை நிலைமாற்று"
 
 msgid "Source repository"
 msgstr "மூல களஞ்சியம்"
 
-msgid "By"
-msgstr "வழங்கியவர்"
-
-msgid "Last updated on"
-msgstr "கடைசியாக புதுப்பிக்கப்பட்டது"
+msgid "By the"
+msgstr "மூலம்"
 
-msgid "Toggle navigation"
-msgstr "வழிசெலுத்தலை நிலைமாற்று"
+msgid "next page"
+msgstr "அடுத்த பக்கம்"
 
 msgid "Sphinx Book Theme"
 msgstr "ஸ்பிங்க்ஸ் புத்தக தீம்"
 
-msgid "suggest edit"
-msgstr "திருத்த பரிந்துரைக்கவும்"
+msgid "Download source file"
+msgstr "மூல கோப்பைப் பதிவிறக்குக"
+
+msgid "By"
+msgstr "வழங்கியவர்"
+
+msgid "Copyright"
+msgstr "பதிப்புரிமை"
 
 msgid "Open an issue"
 msgstr "சிக்கலைத் திறக்கவும்"
 
-msgid "Launch"
-msgstr "தொடங்க"
-
-msgid "Edit this page"
-msgstr "இந்தப் பக்கத்தைத் திருத்தவும்"
+msgid "previous page"
+msgstr "முந்தைய பக்கம்"
 
-msgid "By the"
-msgstr "மூலம்"
+msgid "Download this page"
+msgstr "இந்தப் பக்கத்தைப் பதிவிறக்கவும்"
 
-msgid "next page"
-msgstr "அடுத்த பக்கம்"
+msgid "Theme by the"
+msgstr "வழங்கிய தீம்"
diff --git a/develop/_static/locales/te/LC_MESSAGES/booktheme.po b/develop/_static/locales/te/LC_MESSAGES/booktheme.po
index 952278f5f..2595c0359 100644
--- a/develop/_static/locales/te/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/te/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: te\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDF కి ముద్రించండి"
+msgid "suggest edit"
+msgstr "సవరించమని సూచించండి"
 
-msgid "Theme by the"
-msgstr "ద్వారా థీమ్"
+msgid "Last updated on"
+msgstr "చివరిగా నవీకరించబడింది"
 
-msgid "Download source file"
-msgstr "మూల ఫైల్‌ను డౌన్‌లోడ్ చేయండి"
+msgid "Edit this page"
+msgstr "ఈ పేజీని సవరించండి"
+
+msgid "Launch"
+msgstr "ప్రారంభించండి"
+
+msgid "Print to PDF"
+msgstr "PDF కి ముద్రించండి"
 
 msgid "open issue"
 msgstr "ఓపెన్ ఇష్యూ"
 
-msgid "previous page"
-msgstr "ముందు పేజి"
-
 msgid "Download notebook file"
 msgstr "నోట్బుక్ ఫైల్ను డౌన్లోడ్ చేయండి"
 
-msgid "Copyright"
-msgstr "కాపీరైట్"
-
-msgid "Download this page"
-msgstr "ఈ పేజీని డౌన్‌లోడ్ చేయండి"
+msgid "Toggle navigation"
+msgstr "నావిగేషన్‌ను టోగుల్ చేయండి"
 
 msgid "Source repository"
 msgstr "మూల రిపోజిటరీ"
 
-msgid "By"
+msgid "By the"
 msgstr "ద్వారా"
 
-msgid "Last updated on"
-msgstr "చివరిగా నవీకరించబడింది"
-
-msgid "Toggle navigation"
-msgstr "నావిగేషన్‌ను టోగుల్ చేయండి"
+msgid "next page"
+msgstr "తరువాతి పేజీ"
 
 msgid "Sphinx Book Theme"
 msgstr "సింహిక పుస్తక థీమ్"
 
-msgid "suggest edit"
-msgstr "సవరించమని సూచించండి"
+msgid "Download source file"
+msgstr "మూల ఫైల్‌ను డౌన్‌లోడ్ చేయండి"
+
+msgid "By"
+msgstr "ద్వారా"
+
+msgid "Copyright"
+msgstr "కాపీరైట్"
 
 msgid "Open an issue"
 msgstr "సమస్యను తెరవండి"
 
-msgid "Launch"
-msgstr "ప్రారంభించండి"
-
-msgid "Edit this page"
-msgstr "ఈ పేజీని సవరించండి"
+msgid "previous page"
+msgstr "ముందు పేజి"
 
-msgid "By the"
-msgstr "ద్వారా"
+msgid "Download this page"
+msgstr "ఈ పేజీని డౌన్‌లోడ్ చేయండి"
 
-msgid "next page"
-msgstr "తరువాతి పేజీ"
+msgid "Theme by the"
+msgstr "ద్వారా థీమ్"
diff --git a/develop/_static/locales/tg/LC_MESSAGES/booktheme.po b/develop/_static/locales/tg/LC_MESSAGES/booktheme.po
index c33dc4217..73cd30ea9 100644
--- a/develop/_static/locales/tg/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/tg/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: tg\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Чоп ба PDF"
+msgid "suggest edit"
+msgstr "пешниҳод вироиш"
 
-msgid "Theme by the"
-msgstr "Мавзӯъи аз"
+msgid "Last updated on"
+msgstr "Last навсозӣ дар"
 
-msgid "Download source file"
-msgstr "Файли манбаъро зеркашӣ кунед"
+msgid "Edit this page"
+msgstr "Ин саҳифаро таҳрир кунед"
 
-msgid "open issue"
-msgstr "барориши кушод"
+msgid "Launch"
+msgstr "Оғоз"
 
-msgid "Contents"
-msgstr "Мундариҷа"
+msgid "Print to PDF"
+msgstr "Чоп ба PDF"
 
-msgid "previous page"
-msgstr "саҳифаи қаблӣ"
+msgid "open issue"
+msgstr "барориши кушод"
 
 msgid "Download notebook file"
 msgstr "Файли дафтарро зеркашӣ кунед"
 
-msgid "Copyright"
-msgstr "Ҳуқуқи муаллиф"
-
-msgid "Download this page"
-msgstr "Ин саҳифаро зеркашӣ кунед"
+msgid "Toggle navigation"
+msgstr "Гузаришро иваз кунед"
 
 msgid "Source repository"
 msgstr "Анбори манбаъ"
 
-msgid "By"
+msgid "By the"
 msgstr "Бо"
 
+msgid "next page"
+msgstr "саҳифаи оянда"
+
 msgid "repository"
 msgstr "анбор"
 
-msgid "Last updated on"
-msgstr "Last навсозӣ дар"
-
-msgid "Toggle navigation"
-msgstr "Гузаришро иваз кунед"
-
 msgid "Sphinx Book Theme"
 msgstr "Сфинкс Мавзӯи китоб"
 
-msgid "suggest edit"
-msgstr "пешниҳод вироиш"
+msgid "Download source file"
+msgstr "Файли манбаъро зеркашӣ кунед"
 
-msgid "Open an issue"
-msgstr "Масъаларо кушоед"
+msgid "Contents"
+msgstr "Мундариҷа"
 
-msgid "Launch"
-msgstr "Оғоз"
+msgid "By"
+msgstr "Бо"
+
+msgid "Copyright"
+msgstr "Ҳуқуқи муаллиф"
 
 msgid "Fullscreen mode"
 msgstr "Ҳолати экрани пурра"
 
-msgid "Edit this page"
-msgstr "Ин саҳифаро таҳрир кунед"
+msgid "Open an issue"
+msgstr "Масъаларо кушоед"
 
-msgid "By the"
-msgstr "Бо"
+msgid "previous page"
+msgstr "саҳифаи қаблӣ"
 
-msgid "next page"
-msgstr "саҳифаи оянда"
+msgid "Download this page"
+msgstr "Ин саҳифаро зеркашӣ кунед"
+
+msgid "Theme by the"
+msgstr "Мавзӯъи аз"
diff --git a/develop/_static/locales/th/LC_MESSAGES/booktheme.po b/develop/_static/locales/th/LC_MESSAGES/booktheme.po
index 9d24294a7..0392b4ad3 100644
--- a/develop/_static/locales/th/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/th/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: th\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "พิมพ์เป็น PDF"
+msgid "suggest edit"
+msgstr "แนะนำแก้ไข"
 
-msgid "Theme by the"
-msgstr "ธีมโดย"
+msgid "Last updated on"
+msgstr "ปรับปรุงล่าสุดเมื่อ"
 
-msgid "Download source file"
-msgstr "ดาวน์โหลดไฟล์ต้นฉบับ"
+msgid "Edit this page"
+msgstr "แก้ไขหน้านี้"
 
-msgid "open issue"
-msgstr "เปิดปัญหา"
+msgid "Launch"
+msgstr "เปิด"
 
-msgid "Contents"
-msgstr "สารบัญ"
+msgid "Print to PDF"
+msgstr "พิมพ์เป็น PDF"
 
-msgid "previous page"
-msgstr "หน้าที่แล้ว"
+msgid "open issue"
+msgstr "เปิดปัญหา"
 
 msgid "Download notebook file"
 msgstr "ดาวน์โหลดไฟล์สมุดบันทึก"
 
-msgid "Copyright"
-msgstr "ลิขสิทธิ์"
-
-msgid "Download this page"
-msgstr "ดาวน์โหลดหน้านี้"
+msgid "Toggle navigation"
+msgstr "ไม่ต้องสลับช่องทาง"
 
 msgid "Source repository"
 msgstr "ที่เก็บซอร์ส"
 
-msgid "By"
+msgid "By the"
 msgstr "โดย"
 
+msgid "next page"
+msgstr "หน้าต่อไป"
+
 msgid "repository"
 msgstr "ที่เก็บ"
 
-msgid "Last updated on"
-msgstr "ปรับปรุงล่าสุดเมื่อ"
-
-msgid "Toggle navigation"
-msgstr "ไม่ต้องสลับช่องทาง"
-
 msgid "Sphinx Book Theme"
 msgstr "ธีมหนังสือสฟิงซ์"
 
-msgid "suggest edit"
-msgstr "แนะนำแก้ไข"
+msgid "Download source file"
+msgstr "ดาวน์โหลดไฟล์ต้นฉบับ"
 
-msgid "Open an issue"
-msgstr "เปิดปัญหา"
+msgid "Contents"
+msgstr "สารบัญ"
 
-msgid "Launch"
-msgstr "เปิด"
+msgid "By"
+msgstr "โดย"
+
+msgid "Copyright"
+msgstr "ลิขสิทธิ์"
 
 msgid "Fullscreen mode"
 msgstr "โหมดเต็มหน้าจอ"
 
-msgid "Edit this page"
-msgstr "แก้ไขหน้านี้"
+msgid "Open an issue"
+msgstr "เปิดปัญหา"
 
-msgid "By the"
-msgstr "โดย"
+msgid "previous page"
+msgstr "หน้าที่แล้ว"
 
-msgid "next page"
-msgstr "หน้าต่อไป"
+msgid "Download this page"
+msgstr "ดาวน์โหลดหน้านี้"
+
+msgid "Theme by the"
+msgstr "ธีมโดย"
diff --git a/develop/_static/locales/tl/LC_MESSAGES/booktheme.po b/develop/_static/locales/tl/LC_MESSAGES/booktheme.po
index 20e0d07ce..c8375b543 100644
--- a/develop/_static/locales/tl/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/tl/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: tl\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "I-print sa PDF"
+msgid "suggest edit"
+msgstr "iminumungkahi i-edit"
 
-msgid "Theme by the"
-msgstr "Tema ng"
+msgid "Last updated on"
+msgstr "Huling na-update noong"
 
-msgid "Download source file"
-msgstr "Mag-download ng file ng pinagmulan"
+msgid "Edit this page"
+msgstr "I-edit ang pahinang ito"
+
+msgid "Launch"
+msgstr "Ilunsad"
+
+msgid "Print to PDF"
+msgstr "I-print sa PDF"
 
 msgid "open issue"
 msgstr "bukas na isyu"
 
-msgid "previous page"
-msgstr "Nakaraang pahina"
-
 msgid "Download notebook file"
 msgstr "Mag-download ng file ng notebook"
 
-msgid "Copyright"
-msgstr "Copyright"
-
-msgid "Download this page"
-msgstr "I-download ang pahinang ito"
+msgid "Toggle navigation"
+msgstr "I-toggle ang pag-navigate"
 
 msgid "Source repository"
 msgstr "Pinagmulan ng imbakan"
 
-msgid "By"
-msgstr "Ni"
-
-msgid "Last updated on"
-msgstr "Huling na-update noong"
+msgid "By the"
+msgstr "Sa pamamagitan ng"
 
-msgid "Toggle navigation"
-msgstr "I-toggle ang pag-navigate"
+msgid "next page"
+msgstr "Susunod na pahina"
 
 msgid "Sphinx Book Theme"
 msgstr "Tema ng Sphinx Book"
 
-msgid "suggest edit"
-msgstr "iminumungkahi i-edit"
+msgid "Download source file"
+msgstr "Mag-download ng file ng pinagmulan"
+
+msgid "By"
+msgstr "Ni"
+
+msgid "Copyright"
+msgstr "Copyright"
 
 msgid "Open an issue"
 msgstr "Magbukas ng isyu"
 
-msgid "Launch"
-msgstr "Ilunsad"
-
-msgid "Edit this page"
-msgstr "I-edit ang pahinang ito"
+msgid "previous page"
+msgstr "Nakaraang pahina"
 
-msgid "By the"
-msgstr "Sa pamamagitan ng"
+msgid "Download this page"
+msgstr "I-download ang pahinang ito"
 
-msgid "next page"
-msgstr "Susunod na pahina"
+msgid "Theme by the"
+msgstr "Tema ng"
diff --git a/develop/_static/locales/tr/LC_MESSAGES/booktheme.po b/develop/_static/locales/tr/LC_MESSAGES/booktheme.po
index a77eb0273..47d7bdf7f 100644
--- a/develop/_static/locales/tr/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/tr/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: tr\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "PDF olarak yazdır"
+msgid "suggest edit"
+msgstr "düzenleme öner"
 
-msgid "Theme by the"
-msgstr "Tarafından tema"
+msgid "Last updated on"
+msgstr "Son güncelleme tarihi"
 
-msgid "Download source file"
-msgstr "Kaynak dosyayı indirin"
+msgid "Edit this page"
+msgstr "Bu sayfayı düzenle"
 
-msgid "open issue"
-msgstr "Açık konu"
+msgid "Launch"
+msgstr "Başlatmak"
 
-msgid "Contents"
-msgstr "İçindekiler"
+msgid "Print to PDF"
+msgstr "PDF olarak yazdır"
 
-msgid "previous page"
-msgstr "önceki sayfa"
+msgid "open issue"
+msgstr "Açık konu"
 
 msgid "Download notebook file"
 msgstr "Defter dosyasını indirin"
 
-msgid "Copyright"
-msgstr "Telif hakkı"
-
-msgid "Download this page"
-msgstr "Bu sayfayı indirin"
+msgid "Toggle navigation"
+msgstr "Gezinmeyi değiştir"
 
 msgid "Source repository"
 msgstr "Kaynak kod deposu"
 
-msgid "By"
+msgid "By the"
 msgstr "Tarafından"
 
+msgid "next page"
+msgstr "sonraki Sayfa"
+
 msgid "repository"
 msgstr "depo"
 
-msgid "Last updated on"
-msgstr "Son güncelleme tarihi"
-
-msgid "Toggle navigation"
-msgstr "Gezinmeyi değiştir"
-
 msgid "Sphinx Book Theme"
 msgstr "Sfenks Kitap Teması"
 
-msgid "suggest edit"
-msgstr "düzenleme öner"
+msgid "Download source file"
+msgstr "Kaynak dosyayı indirin"
 
-msgid "Open an issue"
-msgstr "Bir sorunu açın"
+msgid "Contents"
+msgstr "İçindekiler"
 
-msgid "Launch"
-msgstr "Başlatmak"
+msgid "By"
+msgstr "Tarafından"
+
+msgid "Copyright"
+msgstr "Telif hakkı"
 
 msgid "Fullscreen mode"
 msgstr "Tam ekran modu"
 
-msgid "Edit this page"
-msgstr "Bu sayfayı düzenle"
+msgid "Open an issue"
+msgstr "Bir sorunu açın"
 
-msgid "By the"
-msgstr "Tarafından"
+msgid "previous page"
+msgstr "önceki sayfa"
 
-msgid "next page"
-msgstr "sonraki Sayfa"
+msgid "Download this page"
+msgstr "Bu sayfayı indirin"
+
+msgid "Theme by the"
+msgstr "Tarafından tema"
diff --git a/develop/_static/locales/uk/LC_MESSAGES/booktheme.po b/develop/_static/locales/uk/LC_MESSAGES/booktheme.po
index 993dd0781..e85f6f16a 100644
--- a/develop/_static/locales/uk/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/uk/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: uk\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "Друк у форматі PDF"
+msgid "suggest edit"
+msgstr "запропонувати редагувати"
 
-msgid "Theme by the"
-msgstr "Тема від"
+msgid "Last updated on"
+msgstr "Останнє оновлення:"
 
-msgid "Download source file"
-msgstr "Завантажити вихідний файл"
+msgid "Edit this page"
+msgstr "Редагувати цю сторінку"
 
-msgid "open issue"
-msgstr "відкритий випуск"
+msgid "Launch"
+msgstr "Запуск"
 
-msgid "Contents"
-msgstr "Зміст"
+msgid "Print to PDF"
+msgstr "Друк у форматі PDF"
 
-msgid "previous page"
-msgstr "Попередня сторінка"
+msgid "open issue"
+msgstr "відкритий випуск"
 
 msgid "Download notebook file"
 msgstr "Завантажте файл блокнота"
 
-msgid "Copyright"
-msgstr "Авторське право"
-
-msgid "Download this page"
-msgstr "Завантажте цю сторінку"
+msgid "Toggle navigation"
+msgstr "Переключити навігацію"
 
 msgid "Source repository"
 msgstr "Джерело сховища"
 
-msgid "By"
-msgstr "Автор"
+msgid "By the"
+msgstr "По"
+
+msgid "next page"
+msgstr "Наступна сторінка"
 
 msgid "repository"
 msgstr "сховище"
 
-msgid "Last updated on"
-msgstr "Останнє оновлення:"
-
-msgid "Toggle navigation"
-msgstr "Переключити навігацію"
-
 msgid "Sphinx Book Theme"
 msgstr "Тема книги \"Сфінкс\""
 
-msgid "suggest edit"
-msgstr "запропонувати редагувати"
+msgid "Download source file"
+msgstr "Завантажити вихідний файл"
 
-msgid "Open an issue"
-msgstr "Відкрийте випуск"
+msgid "Contents"
+msgstr "Зміст"
 
-msgid "Launch"
-msgstr "Запуск"
+msgid "By"
+msgstr "Автор"
+
+msgid "Copyright"
+msgstr "Авторське право"
 
 msgid "Fullscreen mode"
 msgstr "Повноекранний режим"
 
-msgid "Edit this page"
-msgstr "Редагувати цю сторінку"
+msgid "Open an issue"
+msgstr "Відкрийте випуск"
 
-msgid "By the"
-msgstr "По"
+msgid "previous page"
+msgstr "Попередня сторінка"
 
-msgid "next page"
-msgstr "Наступна сторінка"
+msgid "Download this page"
+msgstr "Завантажте цю сторінку"
+
+msgid "Theme by the"
+msgstr "Тема від"
diff --git a/develop/_static/locales/ur/LC_MESSAGES/booktheme.po b/develop/_static/locales/ur/LC_MESSAGES/booktheme.po
index 2f774267f..0f90726c1 100644
--- a/develop/_static/locales/ur/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/ur/LC_MESSAGES/booktheme.po
@@ -8,59 +8,59 @@ msgstr ""
 "Language: ur\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "پی ڈی ایف پرنٹ کریں"
+msgid "suggest edit"
+msgstr "ترمیم کی تجویز کریں"
 
-msgid "Theme by the"
-msgstr "کے ذریعہ تھیم"
+msgid "Last updated on"
+msgstr "آخری بار تازہ کاری ہوئی"
 
-msgid "Download source file"
-msgstr "سورس فائل ڈاؤن لوڈ کریں"
+msgid "Edit this page"
+msgstr "اس صفحے میں ترمیم کریں"
+
+msgid "Launch"
+msgstr "لانچ کریں"
+
+msgid "Print to PDF"
+msgstr "پی ڈی ایف پرنٹ کریں"
 
 msgid "open issue"
 msgstr "کھلا مسئلہ"
 
-msgid "previous page"
-msgstr "سابقہ ​​صفحہ"
-
 msgid "Download notebook file"
 msgstr "نوٹ بک فائل ڈاؤن لوڈ کریں"
 
-msgid "Copyright"
-msgstr "کاپی رائٹ"
-
-msgid "Download this page"
-msgstr "اس صفحے کو ڈاؤن لوڈ کریں"
+msgid "Toggle navigation"
+msgstr "نیویگیشن ٹوگل کریں"
 
 msgid "Source repository"
 msgstr "ماخذ ذخیرہ"
 
-msgid "By"
-msgstr "بذریعہ"
-
-msgid "Last updated on"
-msgstr "آخری بار تازہ کاری ہوئی"
+msgid "By the"
+msgstr "کی طرف"
 
-msgid "Toggle navigation"
-msgstr "نیویگیشن ٹوگل کریں"
+msgid "next page"
+msgstr "اگلا صفحہ"
 
 msgid "Sphinx Book Theme"
 msgstr "سپنکس بک تھیم"
 
-msgid "suggest edit"
-msgstr "ترمیم کی تجویز کریں"
+msgid "Download source file"
+msgstr "سورس فائل ڈاؤن لوڈ کریں"
+
+msgid "By"
+msgstr "بذریعہ"
+
+msgid "Copyright"
+msgstr "کاپی رائٹ"
 
 msgid "Open an issue"
 msgstr "ایک مسئلہ کھولیں"
 
-msgid "Launch"
-msgstr "لانچ کریں"
-
-msgid "Edit this page"
-msgstr "اس صفحے میں ترمیم کریں"
+msgid "previous page"
+msgstr "سابقہ ​​صفحہ"
 
-msgid "By the"
-msgstr "کی طرف"
+msgid "Download this page"
+msgstr "اس صفحے کو ڈاؤن لوڈ کریں"
 
-msgid "next page"
-msgstr "اگلا صفحہ"
+msgid "Theme by the"
+msgstr "کے ذریعہ تھیم"
diff --git a/develop/_static/locales/vi/LC_MESSAGES/booktheme.po b/develop/_static/locales/vi/LC_MESSAGES/booktheme.po
index 33159f3ef..2cb5cf3b8 100644
--- a/develop/_static/locales/vi/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/vi/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: vi\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "In sang PDF"
+msgid "suggest edit"
+msgstr "đề nghị chỉnh sửa"
 
-msgid "Theme by the"
-msgstr "Chủ đề của"
+msgid "Last updated on"
+msgstr "Cập nhật lần cuối vào"
 
-msgid "Download source file"
-msgstr "Tải xuống tệp nguồn"
+msgid "Edit this page"
+msgstr "chỉnh sửa trang này"
 
-msgid "open issue"
-msgstr "vấn đề mở"
+msgid "Launch"
+msgstr "Phóng"
 
-msgid "Contents"
-msgstr "Nội dung"
+msgid "Print to PDF"
+msgstr "In sang PDF"
 
-msgid "previous page"
-msgstr "trang trước"
+msgid "open issue"
+msgstr "vấn đề mở"
 
 msgid "Download notebook file"
 msgstr "Tải xuống tệp sổ tay"
 
-msgid "Copyright"
-msgstr "Bản quyền"
-
-msgid "Download this page"
-msgstr "Tải xuống trang này"
+msgid "Toggle navigation"
+msgstr "Chuyển đổi điều hướng thành"
 
 msgid "Source repository"
 msgstr "Kho nguồn"
 
-msgid "By"
-msgstr "Bởi"
+msgid "By the"
+msgstr "Bằng"
+
+msgid "next page"
+msgstr "Trang tiếp theo"
 
 msgid "repository"
 msgstr "kho"
 
-msgid "Last updated on"
-msgstr "Cập nhật lần cuối vào"
-
-msgid "Toggle navigation"
-msgstr "Chuyển đổi điều hướng thành"
-
 msgid "Sphinx Book Theme"
 msgstr "Chủ đề sách nhân sư"
 
-msgid "suggest edit"
-msgstr "đề nghị chỉnh sửa"
+msgid "Download source file"
+msgstr "Tải xuống tệp nguồn"
 
-msgid "Open an issue"
-msgstr "Mở một vấn đề"
+msgid "Contents"
+msgstr "Nội dung"
 
-msgid "Launch"
-msgstr "Phóng"
+msgid "By"
+msgstr "Bởi"
+
+msgid "Copyright"
+msgstr "Bản quyền"
 
 msgid "Fullscreen mode"
 msgstr "Chế độ toàn màn hình"
 
-msgid "Edit this page"
-msgstr "chỉnh sửa trang này"
+msgid "Open an issue"
+msgstr "Mở một vấn đề"
 
-msgid "By the"
-msgstr "Bằng"
+msgid "previous page"
+msgstr "trang trước"
 
-msgid "next page"
-msgstr "Trang tiếp theo"
+msgid "Download this page"
+msgstr "Tải xuống trang này"
+
+msgid "Theme by the"
+msgstr "Chủ đề của"
diff --git a/develop/_static/locales/zh_CN/LC_MESSAGES/booktheme.po b/develop/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
index 2e519ef45..f91f3ba0a 100644
--- a/develop/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/zh_CN/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: zh_CN\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "列印成 PDF"
+msgid "suggest edit"
+msgstr "提出修改建议"
 
-msgid "Theme by the"
-msgstr "主题作者："
+msgid "Last updated on"
+msgstr "上次更新时间："
 
-msgid "Download source file"
-msgstr "下载源文件"
+msgid "Edit this page"
+msgstr "编辑此页面"
 
-msgid "open issue"
-msgstr "创建议题"
+msgid "Launch"
+msgstr "启动"
 
-msgid "Contents"
-msgstr "目录"
+msgid "Print to PDF"
+msgstr "列印成 PDF"
 
-msgid "previous page"
-msgstr "上一页"
+msgid "open issue"
+msgstr "创建议题"
 
 msgid "Download notebook file"
 msgstr "下载笔记本文件"
 
-msgid "Copyright"
-msgstr "版权"
-
-msgid "Download this page"
-msgstr "下载此页面"
+msgid "Toggle navigation"
+msgstr "显示或隐藏导航栏"
 
 msgid "Source repository"
 msgstr "源码库"
 
-msgid "By"
+msgid "By the"
 msgstr "作者："
 
+msgid "next page"
+msgstr "下一页"
+
 msgid "repository"
 msgstr "仓库"
 
-msgid "Last updated on"
-msgstr "上次更新时间："
-
-msgid "Toggle navigation"
-msgstr "显示或隐藏导航栏"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx Book 主题"
 
-msgid "suggest edit"
-msgstr "提出修改建议"
+msgid "Download source file"
+msgstr "下载源文件"
 
-msgid "Open an issue"
-msgstr "创建议题"
+msgid "Contents"
+msgstr "目录"
 
-msgid "Launch"
-msgstr "启动"
+msgid "By"
+msgstr "作者："
+
+msgid "Copyright"
+msgstr "版权"
 
 msgid "Fullscreen mode"
 msgstr "全屏模式"
 
-msgid "Edit this page"
-msgstr "编辑此页面"
+msgid "Open an issue"
+msgstr "创建议题"
 
-msgid "By the"
-msgstr "作者："
+msgid "previous page"
+msgstr "上一页"
 
-msgid "next page"
-msgstr "下一页"
+msgid "Download this page"
+msgstr "下载此页面"
+
+msgid "Theme by the"
+msgstr "主题作者："
diff --git a/develop/_static/locales/zh_TW/LC_MESSAGES/booktheme.po b/develop/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
index beecb076b..7833d9043 100644
--- a/develop/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
+++ b/develop/_static/locales/zh_TW/LC_MESSAGES/booktheme.po
@@ -8,68 +8,68 @@ msgstr ""
 "Language: zh_TW\n"
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 
-msgid "Print to PDF"
-msgstr "列印成 PDF"
+msgid "suggest edit"
+msgstr "提出修改建議"
 
-msgid "Theme by the"
-msgstr "佈景主題作者："
+msgid "Last updated on"
+msgstr "最後更新時間："
 
-msgid "Download source file"
-msgstr "下載原始檔"
+msgid "Edit this page"
+msgstr "編輯此頁面"
 
-msgid "open issue"
-msgstr "公開的問題"
+msgid "Launch"
+msgstr "啟動"
 
-msgid "Contents"
-msgstr "目錄"
+msgid "Print to PDF"
+msgstr "列印成 PDF"
 
-msgid "previous page"
-msgstr "上一頁"
+msgid "open issue"
+msgstr "公開的問題"
 
 msgid "Download notebook file"
 msgstr "下載 Notebook 檔案"
 
-msgid "Copyright"
-msgstr "Copyright"
-
-msgid "Download this page"
-msgstr "下載此頁面"
+msgid "Toggle navigation"
+msgstr "顯示或隱藏導覽列"
 
 msgid "Source repository"
 msgstr "來源儲存庫"
 
-msgid "By"
+msgid "By the"
 msgstr "作者："
 
+msgid "next page"
+msgstr "下一頁"
+
 msgid "repository"
 msgstr "儲存庫"
 
-msgid "Last updated on"
-msgstr "最後更新時間："
-
-msgid "Toggle navigation"
-msgstr "顯示或隱藏導覽列"
-
 msgid "Sphinx Book Theme"
 msgstr "Sphinx Book 佈景主題"
 
-msgid "suggest edit"
-msgstr "提出修改建議"
+msgid "Download source file"
+msgstr "下載原始檔"
 
-msgid "Open an issue"
-msgstr "開啟議題"
+msgid "Contents"
+msgstr "目錄"
 
-msgid "Launch"
-msgstr "啟動"
+msgid "By"
+msgstr "作者："
+
+msgid "Copyright"
+msgstr "Copyright"
 
 msgid "Fullscreen mode"
 msgstr "全螢幕模式"
 
-msgid "Edit this page"
-msgstr "編輯此頁面"
+msgid "Open an issue"
+msgstr "開啟議題"
 
-msgid "By the"
-msgstr "作者："
+msgid "previous page"
+msgstr "上一頁"
 
-msgid "next page"
-msgstr "下一頁"
+msgid "Download this page"
+msgstr "下載此頁面"
+
+msgid "Theme by the"
+msgstr "佈景主題作者："
diff --git a/develop/_static/pygments.css b/develop/_static/pygments.css
index 012e6a00a..997797f27 100644
--- a/develop/_static/pygments.css
+++ b/develop/_static/pygments.css
@@ -3,77 +3,77 @@ html[data-theme="light"] .highlight td.linenos .normal { color: inherit; backgro
 html[data-theme="light"] .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
 html[data-theme="light"] .highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 html[data-theme="light"] .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-html[data-theme="light"] .highlight .hll { background-color: #fae4c2 }
-html[data-theme="light"] .highlight { background: #fefefe; color: #080808 }
-html[data-theme="light"] .highlight .c { color: #515151 } /* Comment */
-html[data-theme="light"] .highlight .err { color: #a12236 } /* Error */
-html[data-theme="light"] .highlight .k { color: #6730c5 } /* Keyword */
-html[data-theme="light"] .highlight .l { color: #7f4707 } /* Literal */
-html[data-theme="light"] .highlight .n { color: #080808 } /* Name */
-html[data-theme="light"] .highlight .o { color: #00622f } /* Operator */
-html[data-theme="light"] .highlight .p { color: #080808 } /* Punctuation */
-html[data-theme="light"] .highlight .ch { color: #515151 } /* Comment.Hashbang */
-html[data-theme="light"] .highlight .cm { color: #515151 } /* Comment.Multiline */
-html[data-theme="light"] .highlight .cp { color: #515151 } /* Comment.Preproc */
-html[data-theme="light"] .highlight .cpf { color: #515151 } /* Comment.PreprocFile */
-html[data-theme="light"] .highlight .c1 { color: #515151 } /* Comment.Single */
-html[data-theme="light"] .highlight .cs { color: #515151 } /* Comment.Special */
-html[data-theme="light"] .highlight .gd { color: #005b82 } /* Generic.Deleted */
+html[data-theme="light"] .highlight .hll { background-color: #7971292e }
+html[data-theme="light"] .highlight { background: #fefefe; color: #545454 }
+html[data-theme="light"] .highlight .c { color: #797129 } /* Comment */
+html[data-theme="light"] .highlight .err { color: #d91e18 } /* Error */
+html[data-theme="light"] .highlight .k { color: #7928a1 } /* Keyword */
+html[data-theme="light"] .highlight .l { color: #797129 } /* Literal */
+html[data-theme="light"] .highlight .n { color: #545454 } /* Name */
+html[data-theme="light"] .highlight .o { color: #008000 } /* Operator */
+html[data-theme="light"] .highlight .p { color: #545454 } /* Punctuation */
+html[data-theme="light"] .highlight .ch { color: #797129 } /* Comment.Hashbang */
+html[data-theme="light"] .highlight .cm { color: #797129 } /* Comment.Multiline */
+html[data-theme="light"] .highlight .cp { color: #797129 } /* Comment.Preproc */
+html[data-theme="light"] .highlight .cpf { color: #797129 } /* Comment.PreprocFile */
+html[data-theme="light"] .highlight .c1 { color: #797129 } /* Comment.Single */
+html[data-theme="light"] .highlight .cs { color: #797129 } /* Comment.Special */
+html[data-theme="light"] .highlight .gd { color: #007faa } /* Generic.Deleted */
 html[data-theme="light"] .highlight .ge { font-style: italic } /* Generic.Emph */
-html[data-theme="light"] .highlight .gh { color: #005b82 } /* Generic.Heading */
+html[data-theme="light"] .highlight .gh { color: #007faa } /* Generic.Heading */
 html[data-theme="light"] .highlight .gs { font-weight: bold } /* Generic.Strong */
-html[data-theme="light"] .highlight .gu { color: #005b82 } /* Generic.Subheading */
-html[data-theme="light"] .highlight .kc { color: #6730c5 } /* Keyword.Constant */
-html[data-theme="light"] .highlight .kd { color: #6730c5 } /* Keyword.Declaration */
-html[data-theme="light"] .highlight .kn { color: #6730c5 } /* Keyword.Namespace */
-html[data-theme="light"] .highlight .kp { color: #6730c5 } /* Keyword.Pseudo */
-html[data-theme="light"] .highlight .kr { color: #6730c5 } /* Keyword.Reserved */
-html[data-theme="light"] .highlight .kt { color: #7f4707 } /* Keyword.Type */
-html[data-theme="light"] .highlight .ld { color: #7f4707 } /* Literal.Date */
-html[data-theme="light"] .highlight .m { color: #7f4707 } /* Literal.Number */
-html[data-theme="light"] .highlight .s { color: #00622f } /* Literal.String */
-html[data-theme="light"] .highlight .na { color: #912583 } /* Name.Attribute */
-html[data-theme="light"] .highlight .nb { color: #7f4707 } /* Name.Builtin */
-html[data-theme="light"] .highlight .nc { color: #005b82 } /* Name.Class */
-html[data-theme="light"] .highlight .no { color: #005b82 } /* Name.Constant */
-html[data-theme="light"] .highlight .nd { color: #7f4707 } /* Name.Decorator */
-html[data-theme="light"] .highlight .ni { color: #00622f } /* Name.Entity */
-html[data-theme="light"] .highlight .ne { color: #6730c5 } /* Name.Exception */
-html[data-theme="light"] .highlight .nf { color: #005b82 } /* Name.Function */
-html[data-theme="light"] .highlight .nl { color: #7f4707 } /* Name.Label */
-html[data-theme="light"] .highlight .nn { color: #080808 } /* Name.Namespace */
-html[data-theme="light"] .highlight .nx { color: #080808 } /* Name.Other */
-html[data-theme="light"] .highlight .py { color: #005b82 } /* Name.Property */
-html[data-theme="light"] .highlight .nt { color: #005b82 } /* Name.Tag */
-html[data-theme="light"] .highlight .nv { color: #a12236 } /* Name.Variable */
-html[data-theme="light"] .highlight .ow { color: #6730c5 } /* Operator.Word */
-html[data-theme="light"] .highlight .pm { color: #080808 } /* Punctuation.Marker */
-html[data-theme="light"] .highlight .w { color: #080808 } /* Text.Whitespace */
-html[data-theme="light"] .highlight .mb { color: #7f4707 } /* Literal.Number.Bin */
-html[data-theme="light"] .highlight .mf { color: #7f4707 } /* Literal.Number.Float */
-html[data-theme="light"] .highlight .mh { color: #7f4707 } /* Literal.Number.Hex */
-html[data-theme="light"] .highlight .mi { color: #7f4707 } /* Literal.Number.Integer */
-html[data-theme="light"] .highlight .mo { color: #7f4707 } /* Literal.Number.Oct */
-html[data-theme="light"] .highlight .sa { color: #00622f } /* Literal.String.Affix */
-html[data-theme="light"] .highlight .sb { color: #00622f } /* Literal.String.Backtick */
-html[data-theme="light"] .highlight .sc { color: #00622f } /* Literal.String.Char */
-html[data-theme="light"] .highlight .dl { color: #00622f } /* Literal.String.Delimiter */
-html[data-theme="light"] .highlight .sd { color: #00622f } /* Literal.String.Doc */
-html[data-theme="light"] .highlight .s2 { color: #00622f } /* Literal.String.Double */
-html[data-theme="light"] .highlight .se { color: #00622f } /* Literal.String.Escape */
-html[data-theme="light"] .highlight .sh { color: #00622f } /* Literal.String.Heredoc */
-html[data-theme="light"] .highlight .si { color: #00622f } /* Literal.String.Interpol */
-html[data-theme="light"] .highlight .sx { color: #00622f } /* Literal.String.Other */
-html[data-theme="light"] .highlight .sr { color: #a12236 } /* Literal.String.Regex */
-html[data-theme="light"] .highlight .s1 { color: #00622f } /* Literal.String.Single */
-html[data-theme="light"] .highlight .ss { color: #005b82 } /* Literal.String.Symbol */
-html[data-theme="light"] .highlight .bp { color: #7f4707 } /* Name.Builtin.Pseudo */
-html[data-theme="light"] .highlight .fm { color: #005b82 } /* Name.Function.Magic */
-html[data-theme="light"] .highlight .vc { color: #a12236 } /* Name.Variable.Class */
-html[data-theme="light"] .highlight .vg { color: #a12236 } /* Name.Variable.Global */
-html[data-theme="light"] .highlight .vi { color: #a12236 } /* Name.Variable.Instance */
-html[data-theme="light"] .highlight .vm { color: #7f4707 } /* Name.Variable.Magic */
-html[data-theme="light"] .highlight .il { color: #7f4707 } /* Literal.Number.Integer.Long */
+html[data-theme="light"] .highlight .gu { color: #007faa } /* Generic.Subheading */
+html[data-theme="light"] .highlight .kc { color: #7928a1 } /* Keyword.Constant */
+html[data-theme="light"] .highlight .kd { color: #7928a1 } /* Keyword.Declaration */
+html[data-theme="light"] .highlight .kn { color: #7928a1 } /* Keyword.Namespace */
+html[data-theme="light"] .highlight .kp { color: #7928a1 } /* Keyword.Pseudo */
+html[data-theme="light"] .highlight .kr { color: #7928a1 } /* Keyword.Reserved */
+html[data-theme="light"] .highlight .kt { color: #797129 } /* Keyword.Type */
+html[data-theme="light"] .highlight .ld { color: #797129 } /* Literal.Date */
+html[data-theme="light"] .highlight .m { color: #797129 } /* Literal.Number */
+html[data-theme="light"] .highlight .s { color: #008000 } /* Literal.String */
+html[data-theme="light"] .highlight .na { color: #797129 } /* Name.Attribute */
+html[data-theme="light"] .highlight .nb { color: #797129 } /* Name.Builtin */
+html[data-theme="light"] .highlight .nc { color: #007faa } /* Name.Class */
+html[data-theme="light"] .highlight .no { color: #007faa } /* Name.Constant */
+html[data-theme="light"] .highlight .nd { color: #797129 } /* Name.Decorator */
+html[data-theme="light"] .highlight .ni { color: #008000 } /* Name.Entity */
+html[data-theme="light"] .highlight .ne { color: #7928a1 } /* Name.Exception */
+html[data-theme="light"] .highlight .nf { color: #007faa } /* Name.Function */
+html[data-theme="light"] .highlight .nl { color: #797129 } /* Name.Label */
+html[data-theme="light"] .highlight .nn { color: #545454 } /* Name.Namespace */
+html[data-theme="light"] .highlight .nx { color: #545454 } /* Name.Other */
+html[data-theme="light"] .highlight .py { color: #007faa } /* Name.Property */
+html[data-theme="light"] .highlight .nt { color: #007faa } /* Name.Tag */
+html[data-theme="light"] .highlight .nv { color: #d91e18 } /* Name.Variable */
+html[data-theme="light"] .highlight .ow { color: #7928a1 } /* Operator.Word */
+html[data-theme="light"] .highlight .pm { color: #545454 } /* Punctuation.Marker */
+html[data-theme="light"] .highlight .w { color: #545454 } /* Text.Whitespace */
+html[data-theme="light"] .highlight .mb { color: #797129 } /* Literal.Number.Bin */
+html[data-theme="light"] .highlight .mf { color: #797129 } /* Literal.Number.Float */
+html[data-theme="light"] .highlight .mh { color: #797129 } /* Literal.Number.Hex */
+html[data-theme="light"] .highlight .mi { color: #797129 } /* Literal.Number.Integer */
+html[data-theme="light"] .highlight .mo { color: #797129 } /* Literal.Number.Oct */
+html[data-theme="light"] .highlight .sa { color: #008000 } /* Literal.String.Affix */
+html[data-theme="light"] .highlight .sb { color: #008000 } /* Literal.String.Backtick */
+html[data-theme="light"] .highlight .sc { color: #008000 } /* Literal.String.Char */
+html[data-theme="light"] .highlight .dl { color: #008000 } /* Literal.String.Delimiter */
+html[data-theme="light"] .highlight .sd { color: #008000 } /* Literal.String.Doc */
+html[data-theme="light"] .highlight .s2 { color: #008000 } /* Literal.String.Double */
+html[data-theme="light"] .highlight .se { color: #008000 } /* Literal.String.Escape */
+html[data-theme="light"] .highlight .sh { color: #008000 } /* Literal.String.Heredoc */
+html[data-theme="light"] .highlight .si { color: #008000 } /* Literal.String.Interpol */
+html[data-theme="light"] .highlight .sx { color: #008000 } /* Literal.String.Other */
+html[data-theme="light"] .highlight .sr { color: #d91e18 } /* Literal.String.Regex */
+html[data-theme="light"] .highlight .s1 { color: #008000 } /* Literal.String.Single */
+html[data-theme="light"] .highlight .ss { color: #007faa } /* Literal.String.Symbol */
+html[data-theme="light"] .highlight .bp { color: #797129 } /* Name.Builtin.Pseudo */
+html[data-theme="light"] .highlight .fm { color: #007faa } /* Name.Function.Magic */
+html[data-theme="light"] .highlight .vc { color: #d91e18 } /* Name.Variable.Class */
+html[data-theme="light"] .highlight .vg { color: #d91e18 } /* Name.Variable.Global */
+html[data-theme="light"] .highlight .vi { color: #d91e18 } /* Name.Variable.Instance */
+html[data-theme="light"] .highlight .vm { color: #797129 } /* Name.Variable.Magic */
+html[data-theme="light"] .highlight .il { color: #797129 } /* Literal.Number.Integer.Long */
 html[data-theme="dark"] .highlight pre { line-height: 125%; }
 html[data-theme="dark"] .highlight td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
 html[data-theme="dark"] .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
diff --git a/develop/_static/scripts/bootstrap.js b/develop/_static/scripts/bootstrap.js
index c8178debb..766173aba 100644
--- a/develop/_static/scripts/bootstrap.js
+++ b/develop/_static/scripts/bootstrap.js
@@ -1,3 +1,3 @@
 /*! For license information please see bootstrap.js.LICENSE.txt */
-(()=>{"use strict";var t={d:(e,i)=>{for(var n in i)t.o(i,n)&&!t.o(e,n)&&Object.defineProperty(e,n,{enumerable:!0,get:i[n]})},o:(t,e)=>Object.prototype.hasOwnProperty.call(t,e),r:t=>{"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(t,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(t,"__esModule",{value:!0})}},e={};t.r(e),t.d(e,{afterMain:()=>E,afterRead:()=>v,afterWrite:()=>C,applyStyles:()=>$,arrow:()=>J,auto:()=>a,basePlacements:()=>l,beforeMain:()=>y,beforeRead:()=>_,beforeWrite:()=>A,bottom:()=>s,clippingParents:()=>d,computeStyles:()=>it,createPopper:()=>Dt,createPopperBase:()=>St,createPopperLite:()=>$t,detectOverflow:()=>_t,end:()=>h,eventListeners:()=>st,flip:()=>bt,hide:()=>wt,left:()=>r,main:()=>w,modifierPhases:()=>O,offset:()=>Et,placements:()=>g,popper:()=>f,popperGenerator:()=>Lt,popperOffsets:()=>At,preventOverflow:()=>Tt,read:()=>b,reference:()=>p,right:()=>o,start:()=>c,top:()=>n,variationPlacements:()=>m,viewport:()=>u,write:()=>T});var 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ve{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=we.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===ti&&this.cycle()}static get Default(){return ri}static get DefaultType(){return ai}static get NAME(){return"carousel"}next(){this._slide(ze)}nextWhenVisible(){!document.hidden&&Bt(this._element)&&this.next()}prev(){this._slide(Re)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?fe.one(this._element,Ke,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void fe.one(this._element,Ke,(()=>this.to(t)));const 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je(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=oi[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=we.findOne(ii,this._indicatorsElement);e.classList.remove(ei),e.removeAttribute("aria-current");const i=we.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(ei),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===ze,s=e||Gt(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>fe.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(Ye).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(ei),i.classList.remove(ei,c,l),this._isSliding=!1,r(Ke)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return we.findOne(si,this._element)}_getItems(){return we.find(ni,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Kt()?t===qe?Re:ze:t===qe?ze:Re}_orderToDirection(t){return Kt()?t===Re?qe:Ve:t===Re?Ve:qe}static jQueryInterface(t){return this.each((function(){const e=li.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}fe.on(document,Ze,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=we.getElementFromSelector(this);if(!e||!e.classList.contains(ti))return;t.preventDefault();const i=li.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===_e.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),fe.on(window,Je,(()=>{const t=we.find('[data-bs-ride="carousel"]');for(const e of t)li.getOrCreateInstance(e)})),Qt(li);const ci=".bs.collapse",hi=`show${ci}`,di=`shown${ci}`,ui=`hide${ci}`,fi=`hidden${ci}`,pi=`click${ci}.data-api`,mi="show",gi="collapse",_i="collapsing",bi=`:scope .${gi} .${gi}`,vi='[data-bs-toggle="collapse"]',yi={parent:null,toggle:!0},wi={parent:"(null|element)",toggle:"boolean"};class Ei extends ve{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=we.find(vi);for(const t of i){const e=we.getSelectorFromElement(t),i=we.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return yi}static get DefaultType(){return wi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>Ei.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(fe.trigger(this._element,hi).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(gi),this._element.classList.add(_i),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(_i),this._element.classList.add(gi,mi),this._element.style[e]="",fe.trigger(this._element,di)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(fe.trigger(this._element,ui).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(_i),this._element.classList.remove(gi,mi);for(const t of this._triggerArray){const e=we.getElementFromSelector(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(_i),this._element.classList.add(gi),fe.trigger(this._element,fi)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(mi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(vi);for(const e of t){const t=we.getElementFromSelector(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=we.find(bi,this._config.parent);return we.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=Ei.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}fe.on(document,pi,vi,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();for(const t of we.getMultipleElementsFromSelector(this))Ei.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(Ei);const Ai="dropdown",Ti=".bs.dropdown",Ci=".data-api",Oi="ArrowUp",xi="ArrowDown",ki=`hide${Ti}`,Li=`hidden${Ti}`,Si=`show${Ti}`,Di=`shown${Ti}`,$i=`click${Ti}${Ci}`,Ii=`keydown${Ti}${Ci}`,Ni=`keyup${Ti}${Ci}`,Pi="show",Mi='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',ji=`${Mi}.${Pi}`,Fi=".dropdown-menu",Hi=Kt()?"top-end":"top-start",Bi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",zi=Kt()?"bottom-start":"bottom-end",Ri=Kt()?"left-start":"right-start",qi=Kt()?"right-start":"left-start",Vi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Yi={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Ki extends ve{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=we.next(this._element,Fi)[0]||we.prev(this._element,Fi)[0]||we.findOne(Fi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return Vi}static get DefaultType(){return Yi}static get NAME(){return Ai}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Wt(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!fe.trigger(this._element,Si,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))fe.on(t,"mouseover",Rt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Pi),this._element.classList.add(Pi),fe.trigger(this._element,Di,t)}}hide(){if(Wt(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!fe.trigger(this._element,ki,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.off(t,"mouseover",Rt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Pi),this._element.classList.remove(Pi),this._element.setAttribute("aria-expanded","false"),_e.removeDataAttribute(this._menu,"popper"),fe.trigger(this._element,Li,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Ft(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ai.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Ft(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Pi)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Ri;if(t.classList.contains("dropstart"))return qi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Bi:Hi:e?zi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(_e.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...Xt(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=we.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Bt(t)));i.length&&Gt(i,e,t===xi,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Ki.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=we.find(ji);for(const i of e){const e=Ki.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Oi,xi].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Mi)?this:we.prev(this,Mi)[0]||we.next(this,Mi)[0]||we.findOne(Mi,t.delegateTarget.parentNode),o=Ki.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}fe.on(document,Ii,Mi,Ki.dataApiKeydownHandler),fe.on(document,Ii,Fi,Ki.dataApiKeydownHandler),fe.on(document,$i,Ki.clearMenus),fe.on(document,Ni,Ki.clearMenus),fe.on(document,$i,Mi,(function(t){t.preventDefault(),Ki.getOrCreateInstance(this).toggle()})),Qt(Ki);const Qi="backdrop",Xi="show",Ui=`mousedown.bs.${Qi}`,Gi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Ji={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Zi extends be{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Gi}static get DefaultType(){return Ji}static get NAME(){return Qi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Xi),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Xi),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(fe.off(this._element,Ui),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),fe.on(t,Ui,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Ut(t,this._getElement(),this._config.isAnimated)}}const tn=".bs.focustrap",en=`focusin${tn}`,nn=`keydown.tab${tn}`,sn="backward",on={autofocus:!0,trapElement:null},rn={autofocus:"boolean",trapElement:"element"};class an extends be{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return on}static get DefaultType(){return rn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),fe.off(document,tn),fe.on(document,en,(t=>this._handleFocusin(t))),fe.on(document,nn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,fe.off(document,tn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=we.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===sn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?sn:"forward")}}const ln=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",cn=".sticky-top",hn="padding-right",dn="margin-right";class un{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,hn,(e=>e+t)),this._setElementAttributes(ln,hn,(e=>e+t)),this._setElementAttributes(cn,dn,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,hn),this._resetElementAttributes(ln,hn),this._resetElementAttributes(cn,dn)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&_e.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=_e.getDataAttribute(t,e);null!==i?(_e.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Ft(t))e(t);else for(const i of we.find(t,this._element))e(i)}}const fn=".bs.modal",pn=`hide${fn}`,mn=`hidePrevented${fn}`,gn=`hidden${fn}`,_n=`show${fn}`,bn=`shown${fn}`,vn=`resize${fn}`,yn=`click.dismiss${fn}`,wn=`mousedown.dismiss${fn}`,En=`keydown.dismiss${fn}`,An=`click${fn}.data-api`,Tn="modal-open",Cn="show",On="modal-static",xn={backdrop:!0,focus:!0,keyboard:!0},kn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class Ln extends ve{constructor(t,e){super(t,e),this._dialog=we.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new un,this._addEventListeners()}static get Default(){return xn}static get DefaultType(){return kn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||fe.trigger(this._element,_n,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(Tn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(fe.trigger(this._element,pn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(Cn),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){fe.off(window,fn),fe.off(this._dialog,fn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Zi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new an({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=we.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(Cn),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,fe.trigger(this._element,bn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){fe.on(this._element,En,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),fe.on(window,vn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),fe.on(this._element,wn,(t=>{fe.one(this._element,yn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Tn),this._resetAdjustments(),this._scrollBar.reset(),fe.trigger(this._element,gn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(fe.trigger(this._element,mn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(On)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(On),this._queueCallback((()=>{this._element.classList.remove(On),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Kt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Kt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Ln.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}fe.on(document,An,'[data-bs-toggle="modal"]',(function(t){const e=we.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),fe.one(e,_n,(t=>{t.defaultPrevented||fe.one(e,gn,(()=>{Bt(this)&&this.focus()}))}));const i=we.findOne(".modal.show");i&&Ln.getInstance(i).hide(),Ln.getOrCreateInstance(e).toggle(this)})),Ee(Ln),Qt(Ln);const Sn=".bs.offcanvas",Dn=".data-api",$n=`load${Sn}${Dn}`,In="show",Nn="showing",Pn="hiding",Mn=".offcanvas.show",jn=`show${Sn}`,Fn=`shown${Sn}`,Hn=`hide${Sn}`,Bn=`hidePrevented${Sn}`,Wn=`hidden${Sn}`,zn=`resize${Sn}`,Rn=`click${Sn}${Dn}`,qn=`keydown.dismiss${Sn}`,Vn={backdrop:!0,keyboard:!0,scroll:!1},Yn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Kn extends ve{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return Vn}static get DefaultType(){return Yn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||fe.trigger(this._element,jn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new un).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Nn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(In),this._element.classList.remove(Nn),fe.trigger(this._element,Fn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(fe.trigger(this._element,Hn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(Pn),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(In,Pn),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new un).reset(),fe.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Zi({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():fe.trigger(this._element,Bn)}:null})}_initializeFocusTrap(){return new an({trapElement:this._element})}_addEventListeners(){fe.on(this._element,qn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():fe.trigger(this._element,Bn))}))}static jQueryInterface(t){return this.each((function(){const e=Kn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}fe.on(document,Rn,'[data-bs-toggle="offcanvas"]',(function(t){const e=we.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Wt(this))return;fe.one(e,Wn,(()=>{Bt(this)&&this.focus()}));const i=we.findOne(Mn);i&&i!==e&&Kn.getInstance(i).hide(),Kn.getOrCreateInstance(e).toggle(this)})),fe.on(window,$n,(()=>{for(const t of we.find(Mn))Kn.getOrCreateInstance(t).show()})),fe.on(window,zn,(()=>{for(const t of we.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Kn.getOrCreateInstance(t).hide()})),Ee(Kn),Qt(Kn);const Qn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],dd:[],div:[],dl:[],dt:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Xn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Un=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Gn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Xn.has(i)||Boolean(Un.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Jn={allowList:Qn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"<div></div>"},Zn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},ts={entry:"(string|element|function|null)",selector:"(string|element)"};class es extends be{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Jn}static get DefaultType(){return Zn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},ts)}_setContent(t,e,i){const n=we.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Ft(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Gn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return Xt(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const is=new Set(["sanitize","allowList","sanitizeFn"]),ns="fade",ss="show",os=".tooltip-inner",rs=".modal",as="hide.bs.modal",ls="hover",cs="focus",hs={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},ds={allowList:Qn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',title:"",trigger:"hover focus"},us={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class fs extends ve{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return ds}static get DefaultType(){return us}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),fe.off(this._element.closest(rs),as,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=fe.trigger(this._element,this.constructor.eventName("show")),e=(zt(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),fe.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ss),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.on(t,"mouseover",Rt);this._queueCallback((()=>{fe.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!fe.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ss),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))fe.off(t,"mouseover",Rt);this._activeTrigger.click=!1,this._activeTrigger[cs]=!1,this._activeTrigger[ls]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),fe.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ns,ss),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ns),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new es({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{[os]:this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ns)}_isShown(){return this.tip&&this.tip.classList.contains(ss)}_createPopper(t){const e=Xt(this._config.placement,[this,t,this._element]),i=hs[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return Xt(t,[this._element])}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,...Xt(this._config.popperConfig,[e])}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)fe.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===ls?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===ls?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");fe.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?cs:ls]=!0,e._enter()})),fe.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?cs:ls]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},fe.on(this._element.closest(rs),as,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=_e.getDataAttributes(this._element);for(const t of Object.keys(e))is.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const[e,i]of Object.entries(this._config))this.constructor.Default[e]!==i&&(t[e]=i);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=fs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(fs);const ps=".popover-header",ms=".popover-body",gs={...fs.Default,content:"",offset:[0,8],placement:"right",template:'<div class="popover" role="tooltip"><div class="popover-arrow"></div><h3 class="popover-header"></h3><div class="popover-body"></div></div>',trigger:"click"},_s={...fs.DefaultType,content:"(null|string|element|function)"};class bs extends fs{static get Default(){return gs}static get DefaultType(){return _s}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{[ps]:this._getTitle(),[ms]:this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=bs.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(bs);const vs=".bs.scrollspy",ys=`activate${vs}`,ws=`click${vs}`,Es=`load${vs}.data-api`,As="active",Ts="[href]",Cs=".nav-link",Os=`${Cs}, .nav-item > ${Cs}, .list-group-item`,xs={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},ks={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class Ls extends ve{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return xs}static get DefaultType(){return ks}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=Ht(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(fe.off(this._config.target,ws),fe.on(this._config.target,ws,Ts,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=we.find(Ts,this._config.target);for(const e of t){if(!e.hash||Wt(e))continue;const t=we.findOne(decodeURI(e.hash),this._element);Bt(t)&&(this._targetLinks.set(decodeURI(e.hash),e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(As),this._activateParents(t),fe.trigger(this._element,ys,{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))we.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(As);else for(const e of we.parents(t,".nav, .list-group"))for(const t of we.prev(e,Os))t.classList.add(As)}_clearActiveClass(t){t.classList.remove(As);const e=we.find(`${Ts}.${As}`,t);for(const t of e)t.classList.remove(As)}static jQueryInterface(t){return this.each((function(){const e=Ls.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}fe.on(window,Es,(()=>{for(const t of we.find('[data-bs-spy="scroll"]'))Ls.getOrCreateInstance(t)})),Qt(Ls);const Ss=".bs.tab",Ds=`hide${Ss}`,$s=`hidden${Ss}`,Is=`show${Ss}`,Ns=`shown${Ss}`,Ps=`click${Ss}`,Ms=`keydown${Ss}`,js=`load${Ss}`,Fs="ArrowLeft",Hs="ArrowRight",Bs="ArrowUp",Ws="ArrowDown",zs="Home",Rs="End",qs="active",Vs="fade",Ys="show",Ks=".dropdown-toggle",Qs=`:not(${Ks})`,Xs='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',Us=`.nav-link${Qs}, .list-group-item${Qs}, [role="tab"]${Qs}, ${Xs}`,Gs=`.${qs}[data-bs-toggle="tab"], .${qs}[data-bs-toggle="pill"], .${qs}[data-bs-toggle="list"]`;class Js extends ve{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),fe.on(this._element,Ms,(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?fe.trigger(e,Ds,{relatedTarget:t}):null;fe.trigger(t,Is,{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(qs),this._activate(we.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),fe.trigger(t,Ns,{relatedTarget:e})):t.classList.add(Ys)}),t,t.classList.contains(Vs)))}_deactivate(t,e){t&&(t.classList.remove(qs),t.blur(),this._deactivate(we.getElementFromSelector(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),fe.trigger(t,$s,{relatedTarget:e})):t.classList.remove(Ys)}),t,t.classList.contains(Vs)))}_keydown(t){if(![Fs,Hs,Bs,Ws,zs,Rs].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=this._getChildren().filter((t=>!Wt(t)));let 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i=`click.dismiss${t.EVENT_KEY}`,n=t.NAME;de.on(document,i,`[data-bs-dismiss="${n}"]`,(function(i){if(["A","AREA"].includes(this.tagName)&&i.preventDefault(),Ft(this))return;const s=Pt(this)||this.closest(`.${n}`);t.getOrCreateInstance(s)[e]()}))},Ae=".bs.alert",Ee=`close${Ae}`,Ce=`closed${Ae}`;class Te extends ye{static get NAME(){return"alert"}close(){if(de.trigger(this._element,Ee).defaultPrevented)return;this._element.classList.remove("show");const t=this._element.classList.contains("fade");this._queueCallback((()=>this._destroyElement()),this._element,t)}_destroyElement(){this._element.remove(),de.trigger(this._element,Ce),this.dispose()}static jQueryInterface(t){return this.each((function(){const e=Te.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}we(Te,"close"),Qt(Te);const Oe='[data-bs-toggle="button"]';class xe extends ye{static get NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const e=xe.getOrCreateInstance(this);"toggle"===t&&e[t]()}))}}de.on(document,"click.bs.button.data-api",Oe,(t=>{t.preventDefault();const e=t.target.closest(Oe);xe.getOrCreateInstance(e).toggle()})),Qt(xe);const ke={find:(t,e=document.documentElement)=>[].concat(...Element.prototype.querySelectorAll.call(e,t)),findOne:(t,e=document.documentElement)=>Element.prototype.querySelector.call(e,t),children:(t,e)=>[].concat(...t.children).filter((t=>t.matches(e))),parents(t,e){const i=[];let n=t.parentNode.closest(e);for(;n;)i.push(n),n=n.parentNode.closest(e);return i},prev(t,e){let i=t.previousElementSibling;for(;i;){if(i.matches(e))return[i];i=i.previousElementSibling}return[]},next(t,e){let i=t.nextElementSibling;for(;i;){if(i.matches(e))return[i];i=i.nextElementSibling}return[]},focusableChildren(t){const e=["a","button","input","textarea","select","details","[tabindex]",'[contenteditable="true"]'].map((t=>`${t}:not([tabindex^="-"])`)).join(",");return this.find(e,t).filter((t=>!Ft(t)&&Wt(t)))}},Le=".bs.swipe",De=`touchstart${Le}`,$e=`touchmove${Le}`,Se=`touchend${Le}`,Ie=`pointerdown${Le}`,Ne=`pointerup${Le}`,Pe={endCallback:null,leftCallback:null,rightCallback:null},je={endCallback:"(function|null)",leftCallback:"(function|null)",rightCallback:"(function|null)"};class Me extends ve{constructor(t,e){super(),this._element=t,t&&Me.isSupported()&&(this._config=this._getConfig(e),this._deltaX=0,this._supportPointerEvents=Boolean(window.PointerEvent),this._initEvents())}static get Default(){return Pe}static get DefaultType(){return je}static get NAME(){return"swipe"}dispose(){de.off(this._element,Le)}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),Xt(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&Xt(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(de.on(this._element,Ie,(t=>this._start(t))),de.on(this._element,Ne,(t=>this._end(t))),this._element.classList.add("pointer-event")):(de.on(this._element,De,(t=>this._start(t))),de.on(this._element,$e,(t=>this._move(t))),de.on(this._element,Se,(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static isSupported(){return"ontouchstart"in document.documentElement||navigator.maxTouchPoints>0}}const He=".bs.carousel",We=".data-api",Fe="next",Be="prev",ze="left",qe="right",Re=`slide${He}`,Ve=`slid${He}`,Ke=`keydown${He}`,Qe=`mouseenter${He}`,Xe=`mouseleave${He}`,Ye=`dragstart${He}`,Ue=`load${He}${We}`,Ge=`click${He}${We}`,Je="carousel",Ze="active",ti=".active",ei=".carousel-item",ii=ti+ei,ni={ArrowLeft:qe,ArrowRight:ze},si={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},oi={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class ri extends ye{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=ke.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===Je&&this.cycle()}static get Default(){return si}static get DefaultType(){return oi}static get NAME(){return"carousel"}next(){this._slide(Fe)}nextWhenVisible(){!document.hidden&&Wt(this._element)&&this.next()}prev(){this._slide(Be)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?de.one(this._element,Ve,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void de.one(this._element,Ve,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?Fe:Be;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&de.on(this._element,Ke,(t=>this._keydown(t))),"hover"===this._config.pause&&(de.on(this._element,Qe,(()=>this.pause())),de.on(this._element,Xe,(()=>this._maybeEnableCycle()))),this._config.touch&&Me.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of ke.find(".carousel-item img",this._element))de.on(t,Ye,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ze)),rightCallback:()=>this._slide(this._directionToOrder(qe)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new Me(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=ni[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=ke.findOne(ti,this._indicatorsElement);e.classList.remove(Ze),e.removeAttribute("aria-current");const i=ke.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(Ze),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===Fe,s=e||Ut(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>de.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(Re).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(Ze),i.classList.remove(Ze,c,l),this._isSliding=!1,r(Ve)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return ke.findOne(ii,this._element)}_getItems(){return ke.find(ei,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Kt()?t===ze?Be:Fe:t===ze?Fe:Be}_orderToDirection(t){return Kt()?t===Be?ze:qe:t===Be?qe:ze}static jQueryInterface(t){return this.each((function(){const e=ri.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}de.on(document,Ge,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=Pt(this);if(!e||!e.classList.contains(Je))return;t.preventDefault();const i=ri.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===be.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),de.on(window,Ue,(()=>{const t=ke.find('[data-bs-ride="carousel"]');for(const e of t)ri.getOrCreateInstance(e)})),Qt(ri);const ai=".bs.collapse",li=`show${ai}`,ci=`shown${ai}`,hi=`hide${ai}`,ui=`hidden${ai}`,di=`click${ai}.data-api`,fi="show",pi="collapse",gi="collapsing",mi=`:scope .${pi} .${pi}`,_i='[data-bs-toggle="collapse"]',bi={parent:null,toggle:!0},vi={parent:"(null|element)",toggle:"boolean"};class yi extends ye{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=ke.find(_i);for(const t of i){const e=Nt(t),i=ke.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>yi.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(de.trigger(this._element,li).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(pi),this._element.classList.add(gi),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi,fi),this._element.style[e]="",de.trigger(this._element,ci)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(de.trigger(this._element,hi).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(gi),this._element.classList.remove(pi,fi);for(const t of this._triggerArray){const e=Pt(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi),de.trigger(this._element,ui)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(fi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(_i);for(const e of t){const t=Pt(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=ke.find(mi,this._config.parent);return ke.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=yi.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}de.on(document,di,_i,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=Nt(this),i=ke.find(e);for(const t of i)yi.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(yi);const wi="dropdown",Ai=".bs.dropdown",Ei=".data-api",Ci="ArrowUp",Ti="ArrowDown",Oi=`hide${Ai}`,xi=`hidden${Ai}`,ki=`show${Ai}`,Li=`shown${Ai}`,Di=`click${Ai}${Ei}`,$i=`keydown${Ai}${Ei}`,Si=`keyup${Ai}${Ei}`,Ii="show",Ni='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Pi=`${Ni}.${Ii}`,ji=".dropdown-menu",Mi=Kt()?"top-end":"top-start",Hi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",Fi=Kt()?"bottom-start":"bottom-end",Bi=Kt()?"left-start":"right-start",zi=Kt()?"right-start":"left-start",qi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Vi extends ye{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=ke.next(this._element,ji)[0]||ke.prev(this._element,ji)[0]||ke.findOne(ji,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return qi}static get DefaultType(){return Ri}static get NAME(){return wi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Ft(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!de.trigger(this._element,ki,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Ii),this._element.classList.add(Ii),de.trigger(this._element,Li,t)}}hide(){if(Ft(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!de.trigger(this._element,Oi,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Ii),this._element.classList.remove(Ii),this._element.setAttribute("aria-expanded","false"),be.removeDataAttribute(this._menu,"popper"),de.trigger(this._element,xi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Mt(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${wi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Mt(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Ii)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Bi;if(t.classList.contains("dropstart"))return zi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Hi:Mi:e?Fi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(be.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=ke.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Wt(t)));i.length&&Ut(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Vi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=ke.find(Pi);for(const i of e){const e=Vi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ci,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ni)?this:ke.prev(this,Ni)[0]||ke.next(this,Ni)[0]||ke.findOne(Ni,t.delegateTarget.parentNode),o=Vi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}de.on(document,$i,Ni,Vi.dataApiKeydownHandler),de.on(document,$i,ji,Vi.dataApiKeydownHandler),de.on(document,Di,Vi.clearMenus),de.on(document,Si,Vi.clearMenus),de.on(document,Di,Ni,(function(t){t.preventDefault(),Vi.getOrCreateInstance(this).toggle()})),Qt(Vi);const Ki=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",Qi=".sticky-top",Xi="padding-right",Yi="margin-right";class Ui{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,Xi,(e=>e+t)),this._setElementAttributes(Ki,Xi,(e=>e+t)),this._setElementAttributes(Qi,Yi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,Xi),this._resetElementAttributes(Ki,Xi),this._resetElementAttributes(Qi,Yi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&be.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=be.getDataAttribute(t,e);null!==i?(be.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Mt(t))e(t);else for(const i of ke.find(t,this._element))e(i)}}const Gi="backdrop",Ji="show",Zi=`mousedown.bs.${Gi}`,tn={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},en={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class nn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return tn}static get DefaultType(){return en}static get NAME(){return Gi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Ji),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ji),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(de.off(this._element,Zi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),de.on(t,Zi,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Yt(t,this._getElement(),this._config.isAnimated)}}const sn=".bs.focustrap",on=`focusin${sn}`,rn=`keydown.tab${sn}`,an="backward",ln={autofocus:!0,trapElement:null},cn={autofocus:"boolean",trapElement:"element"};class hn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return ln}static get DefaultType(){return cn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),de.off(document,sn),de.on(document,on,(t=>this._handleFocusin(t))),de.on(document,rn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,de.off(document,sn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=ke.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===an?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?an:"forward")}}const un=".bs.modal",dn=`hide${un}`,fn=`hidePrevented${un}`,pn=`hidden${un}`,gn=`show${un}`,mn=`shown${un}`,_n=`resize${un}`,bn=`click.dismiss${un}`,vn=`mousedown.dismiss${un}`,yn=`keydown.dismiss${un}`,wn=`click${un}.data-api`,An="modal-open",En="show",Cn="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},On={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class xn extends ye{constructor(t,e){super(t,e),this._dialog=ke.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new Ui,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return On}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||de.trigger(this._element,gn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(An),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(de.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(En),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])de.off(t,un);this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new nn({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=ke.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(En),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,de.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){de.on(this._element,yn,(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),de.on(window,_n,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),de.on(this._element,vn,(t=>{de.one(this._element,bn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(An),this._resetAdjustments(),this._scrollBar.reset(),de.trigger(this._element,pn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(de.trigger(this._element,fn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Cn)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Cn),this._queueCallback((()=>{this._element.classList.remove(Cn),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Kt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Kt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=xn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}de.on(document,wn,'[data-bs-toggle="modal"]',(function(t){const e=Pt(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),de.one(e,gn,(t=>{t.defaultPrevented||de.one(e,pn,(()=>{Wt(this)&&this.focus()}))}));const i=ke.findOne(".modal.show");i&&xn.getInstance(i).hide(),xn.getOrCreateInstance(e).toggle(this)})),we(xn),Qt(xn);const kn=".bs.offcanvas",Ln=".data-api",Dn=`load${kn}${Ln}`,$n="show",Sn="showing",In="hiding",Nn=".offcanvas.show",Pn=`show${kn}`,jn=`shown${kn}`,Mn=`hide${kn}`,Hn=`hidePrevented${kn}`,Wn=`hidden${kn}`,Fn=`resize${kn}`,Bn=`click${kn}${Ln}`,zn=`keydown.dismiss${kn}`,qn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Vn extends ye{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return qn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||de.trigger(this._element,Pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new Ui).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Sn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add($n),this._element.classList.remove(Sn),de.trigger(this._element,jn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(de.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(In),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove($n,In),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new Ui).reset(),de.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new nn({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():de.trigger(this._element,Hn)}:null})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_addEventListeners(){de.on(this._element,zn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():de.trigger(this._element,Hn))}))}static jQueryInterface(t){return this.each((function(){const e=Vn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}de.on(document,Bn,'[data-bs-toggle="offcanvas"]',(function(t){const e=Pt(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Ft(this))return;de.one(e,Wn,(()=>{Wt(this)&&this.focus()}));const i=ke.findOne(Nn);i&&i!==e&&Vn.getInstance(i).hide(),Vn.getOrCreateInstance(e).toggle(this)})),de.on(window,Dn,(()=>{for(const t of ke.find(Nn))Vn.getOrCreateInstance(t).show()})),de.on(window,Fn,(()=>{for(const t of ke.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Vn.getOrCreateInstance(t).hide()})),we(Vn),Qt(Vn);const Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Xn=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Yn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)||Xn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Un={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Gn={allowList:Un,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"<div></div>"},Jn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Zn={entry:"(string|element|function|null)",selector:"(string|element)"};class ts extends ve{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Gn}static get DefaultType(){return Jn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Zn)}_setContent(t,e,i){const n=ke.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Mt(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Yn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const es=new Set(["sanitize","allowList","sanitizeFn"]),is="fade",ns="show",ss=".modal",os="hide.bs.modal",rs="hover",as="focus",ls={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},cs={allowList:Un,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',title:"",trigger:"hover focus"},hs={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class us extends ye{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return cs}static get DefaultType(){return hs}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),de.off(this._element.closest(ss),os,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=de.trigger(this._element,this.constructor.eventName("show")),e=(Bt(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),de.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._queueCallback((()=>{de.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!de.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._activeTrigger.click=!1,this._activeTrigger[as]=!1,this._activeTrigger[rs]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),de.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(is,ns),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(is),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new ts({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(is)}_isShown(){return this.tip&&this.tip.classList.contains(ns)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=ls[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)de.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===rs?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===rs?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");de.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?as:rs]=!0,e._enter()})),de.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?as:rs]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},de.on(this._element.closest(ss),os,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=be.getDataAttributes(this._element);for(const t of Object.keys(e))es.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(us);const ds={...us.Default,content:"",offset:[0,8],placement:"right",template:'<div class="popover" role="tooltip"><div class="popover-arrow"></div><h3 class="popover-header"></h3><div class="popover-body"></div></div>',trigger:"click"},fs={...us.DefaultType,content:"(null|string|element|function)"};class ps extends us{static get Default(){return ds}static get DefaultType(){return fs}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=ps.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(ps);const gs=".bs.scrollspy",ms=`activate${gs}`,_s=`click${gs}`,bs=`load${gs}.data-api`,vs="active",ys="[href]",ws=".nav-link",As=`${ws}, .nav-item > ${ws}, .list-group-item`,Es={offset:null,rootMargin:"0px 0px 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ao;we(ro),Qt(ro),ao=function(){[].slice.call(document.querySelectorAll('[data-bs-toggle="tooltip"]')).map((function(t){return new us(t,{delay:{show:500,hide:100}})}))},"loading"!=document.readyState?ao():document.addEventListener("DOMContentLoaded",ao)})();
 //# sourceMappingURL=bootstrap.js.map
\ No newline at end of file
diff --git a/develop/_static/scripts/bootstrap.js.LICENSE.txt b/develop/_static/scripts/bootstrap.js.LICENSE.txt
index 28755c2c5..91ad10aa0 100644
--- a/develop/_static/scripts/bootstrap.js.LICENSE.txt
+++ b/develop/_static/scripts/bootstrap.js.LICENSE.txt
@@ -1,5 +1,5 @@
 /*!
-  * Bootstrap v5.3.3 (https://getbootstrap.com/)
-  * Copyright 2011-2024 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)
+  * Bootstrap v5.2.3 (https://getbootstrap.com/)
+  * Copyright 2011-2022 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)
   * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
   */
diff --git a/develop/_static/scripts/bootstrap.js.map b/develop/_static/scripts/bootstrap.js.map
index e9e815891..d83e2f7cd 100644
--- a/develop/_static/scripts/bootstrap.js.map
+++ b/develop/_static/scripts/bootstrap.js.map
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(element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n  if (node == null) {\n    return window;\n  }\n\n  if (node.toString() !== '[object Window]') {\n    var ownerDocument = node.ownerDocument;\n    return ownerDocument ? ownerDocument.defaultView || window : window;\n  }\n\n  return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n  var OwnElement = getWindow(node).Element;\n  return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n  var OwnElement = getWindow(node).HTMLElement;\n  return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n  // IE 11 has no ShadowRoot\n  if (typeof ShadowRoot === 'undefined') {\n    return false;\n  }\n\n  var OwnElement = getWindow(node).ShadowRoot;\n  return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n  var state = _ref.state;\n  Object.keys(state.elements).forEach(function (name) {\n    var style = state.styles[name] || {};\n    var attributes = state.attributes[name] || {};\n    var element = state.elements[name]; // arrow is optional + virtual elements\n\n    if (!isHTMLElement(element) || !getNodeName(element)) {\n      return;\n    } // Flow doesn't support to extend this property, but it's the most\n    // effective way to apply styles to an HTMLElement\n    // $FlowFixMe[cannot-write]\n\n\n    Object.assign(element.style, style);\n    Object.keys(attributes).forEach(function (name) {\n      var value = attributes[name];\n\n      if (value === false) {\n        element.removeAttribute(name);\n      } else {\n        element.setAttribute(name, value === true ? '' : value);\n      }\n    });\n  });\n}\n\nfunction effect(_ref2) {\n  var state = _ref2.state;\n  var initialStyles = {\n    popper: {\n      position: state.options.strategy,\n      left: '0',\n      top: '0',\n      margin: '0'\n    },\n    arrow: {\n      position: 'absolute'\n    },\n    reference: {}\n  };\n  Object.assign(state.elements.popper.style, initialStyles.popper);\n  state.styles = initialStyles;\n\n  if (state.elements.arrow) {\n    Object.assign(state.elements.arrow.style, initialStyles.arrow);\n  }\n\n  return function () {\n    Object.keys(state.elements).forEach(function (name) {\n      var element = state.elements[name];\n      var attributes = state.attributes[name] || {};\n      var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n      var style = styleProperties.reduce(function (style, property) {\n        style[property] = '';\n        return style;\n      }, {}); // arrow is optional + virtual elements\n\n      if (!isHTMLElement(element) || !getNodeName(element)) {\n        return;\n      }\n\n      Object.assign(element.style, style);\n      Object.keys(attributes).forEach(function (attribute) {\n        element.removeAttribute(attribute);\n      });\n    });\n  };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'applyStyles',\n  enabled: true,\n  phase: 'write',\n  fn: applyStyles,\n  effect: effect,\n  requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n  return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n  var uaData = navigator.userAgentData;\n\n  if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n    return uaData.brands.map(function (item) {\n      return item.brand + \"/\" + item.version;\n    }).join(' ');\n  }\n\n  return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n  return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n  if (includeScale === void 0) {\n    includeScale = false;\n  }\n\n  if (isFixedStrategy === void 0) {\n    isFixedStrategy = false;\n  }\n\n  var clientRect = element.getBoundingClientRect();\n  var scaleX = 1;\n  var scaleY = 1;\n\n  if (includeScale && isHTMLElement(element)) {\n    scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n    scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n  }\n\n  var _ref = isElement(element) ? getWindow(element) : window,\n      visualViewport = _ref.visualViewport;\n\n  var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n  var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n  var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n  var width = clientRect.width / scaleX;\n  var height = clientRect.height / scaleY;\n  return {\n    width: width,\n    height: height,\n    top: y,\n    right: x + width,\n    bottom: y + height,\n    left: x,\n    x: x,\n    y: y\n  };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n  var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n  // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n  var width = element.offsetWidth;\n  var height = element.offsetHeight;\n\n  if (Math.abs(clientRect.width - width) <= 1) {\n    width = clientRect.width;\n  }\n\n  if (Math.abs(clientRect.height - height) <= 1) {\n    height = clientRect.height;\n  }\n\n  return {\n    x: element.offsetLeft,\n    y: element.offsetTop,\n    width: width,\n    height: height\n  };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n  var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n  if (parent.contains(child)) {\n    return true;\n  } // then fallback to custom implementation with Shadow DOM support\n  else if (rootNode && isShadowRoot(rootNode)) {\n      var next = child;\n\n      do {\n        if (next && parent.isSameNode(next)) {\n          return true;\n        } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n        next = next.parentNode || next.host;\n      } while (next);\n    } // Give up, the result is false\n\n\n  return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n  return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n  return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n  // $FlowFixMe[incompatible-return]: assume body is always available\n  return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n  element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n  if (getNodeName(element) === 'html') {\n    return element;\n  }\n\n  return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n    // $FlowFixMe[incompatible-return]\n    // $FlowFixMe[prop-missing]\n    element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n    element.parentNode || ( // DOM Element detected\n    isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n    // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n    getDocumentElement(element) // fallback\n\n  );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n  if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n  getComputedStyle(element).position === 'fixed') {\n    return null;\n  }\n\n  return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n  var isFirefox = /firefox/i.test(getUAString());\n  var isIE = /Trident/i.test(getUAString());\n\n  if (isIE && isHTMLElement(element)) {\n    // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n    var elementCss = getComputedStyle(element);\n\n    if (elementCss.position === 'fixed') {\n      return null;\n    }\n  }\n\n  var currentNode = getParentNode(element);\n\n  if (isShadowRoot(currentNode)) {\n    currentNode = currentNode.host;\n  }\n\n  while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n    var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n    // create a containing block.\n    // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n    if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n      return currentNode;\n    } else {\n      currentNode = currentNode.parentNode;\n    }\n  }\n\n  return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n  var window = getWindow(element);\n  var offsetParent = getTrueOffsetParent(element);\n\n  while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n    offsetParent = getTrueOffsetParent(offsetParent);\n  }\n\n  if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n    return window;\n  }\n\n  return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n  return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n  return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n  var v = within(min, value, max);\n  return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n  return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n  return {\n    top: 0,\n    right: 0,\n    bottom: 0,\n    left: 0\n  };\n}","export default function expandToHashMap(value, keys) {\n  return keys.reduce(function (hashMap, key) {\n    hashMap[key] = value;\n    return hashMap;\n  }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n  padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n    placement: state.placement\n  })) : padding;\n  return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n  var _state$modifiersData$;\n\n  var state = _ref.state,\n      name = _ref.name,\n      options = _ref.options;\n  var arrowElement = state.elements.arrow;\n  var popperOffsets = state.modifiersData.popperOffsets;\n  var basePlacement = getBasePlacement(state.placement);\n  var axis = getMainAxisFromPlacement(basePlacement);\n  var isVertical = [left, right].indexOf(basePlacement) >= 0;\n  var len = isVertical ? 'height' : 'width';\n\n  if (!arrowElement || !popperOffsets) {\n    return;\n  }\n\n  var paddingObject = toPaddingObject(options.padding, state);\n  var arrowRect = getLayoutRect(arrowElement);\n  var minProp = axis === 'y' ? top : left;\n  var maxProp = axis === 'y' ? bottom : right;\n  var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n  var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n  var arrowOffsetParent = getOffsetParent(arrowElement);\n  var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n  var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n  // outside of the popper bounds\n\n  var min = paddingObject[minProp];\n  var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n  var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n  var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n  var axisProp = axis;\n  state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n  var state = _ref2.state,\n      options = _ref2.options;\n  var _options$element = options.element,\n      arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n  if (arrowElement == null) {\n    return;\n  } // CSS selector\n\n\n  if (typeof arrowElement === 'string') {\n    arrowElement = state.elements.popper.querySelector(arrowElement);\n\n    if (!arrowElement) {\n      return;\n    }\n  }\n\n  if (!contains(state.elements.popper, arrowElement)) {\n    return;\n  }\n\n  state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'arrow',\n  enabled: true,\n  phase: 'main',\n  fn: arrow,\n  effect: effect,\n  requires: ['popperOffsets'],\n  requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n  return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n  top: 'auto',\n  right: 'auto',\n  bottom: 'auto',\n  left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n  var x = _ref.x,\n      y = _ref.y;\n  var dpr = win.devicePixelRatio || 1;\n  return {\n    x: round(x * dpr) / dpr || 0,\n    y: round(y * dpr) / dpr || 0\n  };\n}\n\nexport function mapToStyles(_ref2) {\n  var _Object$assign2;\n\n  var popper = _ref2.popper,\n      popperRect = _ref2.popperRect,\n      placement = _ref2.placement,\n      variation = _ref2.variation,\n      offsets = _ref2.offsets,\n      position = _ref2.position,\n      gpuAcceleration = _ref2.gpuAcceleration,\n      adaptive = _ref2.adaptive,\n      roundOffsets = _ref2.roundOffsets,\n      isFixed = _ref2.isFixed;\n  var _offsets$x = offsets.x,\n      x = _offsets$x === void 0 ? 0 : _offsets$x,\n      _offsets$y = offsets.y,\n      y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n  var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n    x: x,\n    y: y\n  }) : {\n    x: x,\n    y: y\n  };\n\n  x = _ref3.x;\n  y = _ref3.y;\n  var hasX = offsets.hasOwnProperty('x');\n  var hasY = offsets.hasOwnProperty('y');\n  var sideX = left;\n  var sideY = top;\n  var win = window;\n\n  if (adaptive) {\n    var offsetParent = getOffsetParent(popper);\n    var heightProp = 'clientHeight';\n    var widthProp = 'clientWidth';\n\n    if (offsetParent === getWindow(popper)) {\n      offsetParent = getDocumentElement(popper);\n\n      if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n        heightProp = 'scrollHeight';\n        widthProp = 'scrollWidth';\n      }\n    } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n    offsetParent = offsetParent;\n\n    if (placement === top || (placement === left || placement === right) && variation === end) {\n      sideY = bottom;\n      var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n      offsetParent[heightProp];\n      y -= offsetY - popperRect.height;\n      y *= gpuAcceleration ? 1 : -1;\n    }\n\n    if (placement === left || (placement === top || placement === bottom) && variation === end) {\n      sideX = right;\n      var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n      offsetParent[widthProp];\n      x -= offsetX - popperRect.width;\n      x *= gpuAcceleration ? 1 : -1;\n    }\n  }\n\n  var commonStyles = Object.assign({\n    position: position\n  }, adaptive && unsetSides);\n\n  var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n    x: x,\n    y: y\n  }, getWindow(popper)) : {\n    x: x,\n    y: y\n  };\n\n  x = _ref4.x;\n  y = _ref4.y;\n\n  if (gpuAcceleration) {\n    var _Object$assign;\n\n    return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n  }\n\n  return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n  var state = _ref5.state,\n      options = _ref5.options;\n  var _options$gpuAccelerat = options.gpuAcceleration,\n      gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n      _options$adaptive = options.adaptive,\n      adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n      _options$roundOffsets = options.roundOffsets,\n      roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n  var commonStyles = {\n    placement: getBasePlacement(state.placement),\n    variation: getVariation(state.placement),\n    popper: state.elements.popper,\n    popperRect: state.rects.popper,\n    gpuAcceleration: gpuAcceleration,\n    isFixed: state.options.strategy === 'fixed'\n  };\n\n  if (state.modifiersData.popperOffsets != null) {\n    state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n      offsets: state.modifiersData.popperOffsets,\n      position: state.options.strategy,\n      adaptive: adaptive,\n      roundOffsets: roundOffsets\n    })));\n  }\n\n  if (state.modifiersData.arrow != null) {\n    state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n      offsets: state.modifiersData.arrow,\n      position: 'absolute',\n      adaptive: false,\n      roundOffsets: roundOffsets\n    })));\n  }\n\n  state.attributes.popper = Object.assign({}, state.attributes.popper, {\n    'data-popper-placement': state.placement\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'computeStyles',\n  enabled: true,\n  phase: 'beforeWrite',\n  fn: computeStyles,\n  data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n  passive: true\n};\n\nfunction effect(_ref) {\n  var state = _ref.state,\n      instance = _ref.instance,\n      options = _ref.options;\n  var _options$scroll = options.scroll,\n      scroll = _options$scroll === void 0 ? true : _options$scroll,\n      _options$resize = options.resize,\n      resize = _options$resize === void 0 ? true : _options$resize;\n  var window = getWindow(state.elements.popper);\n  var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n  if (scroll) {\n    scrollParents.forEach(function (scrollParent) {\n      scrollParent.addEventListener('scroll', instance.update, passive);\n    });\n  }\n\n  if (resize) {\n    window.addEventListener('resize', instance.update, passive);\n  }\n\n  return function () {\n    if (scroll) {\n      scrollParents.forEach(function (scrollParent) {\n        scrollParent.removeEventListener('scroll', instance.update, passive);\n      });\n    }\n\n    if (resize) {\n      window.removeEventListener('resize', instance.update, passive);\n    }\n  };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'eventListeners',\n  enabled: true,\n  phase: 'write',\n  fn: function fn() {},\n  effect: effect,\n  data: {}\n};","var hash = {\n  left: 'right',\n  right: 'left',\n  bottom: 'top',\n  top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n  return placement.replace(/left|right|bottom|top/g, function (matched) {\n    return hash[matched];\n  });\n}","var hash = {\n  start: 'end',\n  end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n  return placement.replace(/start|end/g, function (matched) {\n    return hash[matched];\n  });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n  var win = getWindow(node);\n  var scrollLeft = win.pageXOffset;\n  var scrollTop = win.pageYOffset;\n  return {\n    scrollLeft: scrollLeft,\n    scrollTop: scrollTop\n  };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n  // If <html> has a CSS width greater than the viewport, then this will be\n  // incorrect for RTL.\n  // Popper 1 is broken in this case and never had a bug report so let's assume\n  // it's not an issue. I don't think anyone ever specifies width on <html>\n  // anyway.\n  // Browsers where the left scrollbar doesn't cause an issue report `0` for\n  // this (e.g. Edge 2019, IE11, Safari)\n  return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n  // Firefox wants us to check `-x` and `-y` variations as well\n  var _getComputedStyle = getComputedStyle(element),\n      overflow = _getComputedStyle.overflow,\n      overflowX = _getComputedStyle.overflowX,\n      overflowY = _getComputedStyle.overflowY;\n\n  return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n  if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n    // $FlowFixMe[incompatible-return]: assume body is always available\n    return node.ownerDocument.body;\n  }\n\n  if (isHTMLElement(node) && isScrollParent(node)) {\n    return node;\n  }\n\n  return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n  var _element$ownerDocumen;\n\n  if (list === void 0) {\n    list = [];\n  }\n\n  var scrollParent = getScrollParent(element);\n  var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n  var win = getWindow(scrollParent);\n  var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n  var updatedList = list.concat(target);\n  return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n  updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n  return Object.assign({}, rect, {\n    left: rect.x,\n    top: rect.y,\n    right: rect.x + rect.width,\n    bottom: rect.y + rect.height\n  });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n  var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n  rect.top = rect.top + element.clientTop;\n  rect.left = rect.left + element.clientLeft;\n  rect.bottom = rect.top + element.clientHeight;\n  rect.right = rect.left + element.clientWidth;\n  rect.width = element.clientWidth;\n  rect.height = element.clientHeight;\n  rect.x = rect.left;\n  rect.y = rect.top;\n  return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n  return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n  var clippingParents = listScrollParents(getParentNode(element));\n  var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n  var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n  if (!isElement(clipperElement)) {\n    return [];\n  } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n  return clippingParents.filter(function (clippingParent) {\n    return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n  });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n  var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n  var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n  var firstClippingParent = clippingParents[0];\n  var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n    var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n    accRect.top = max(rect.top, accRect.top);\n    accRect.right = min(rect.right, accRect.right);\n    accRect.bottom = min(rect.bottom, accRect.bottom);\n    accRect.left = max(rect.left, accRect.left);\n    return accRect;\n  }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n  clippingRect.width = clippingRect.right - clippingRect.left;\n  clippingRect.height = clippingRect.bottom - clippingRect.top;\n  clippingRect.x = clippingRect.left;\n  clippingRect.y = clippingRect.top;\n  return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n  var win = getWindow(element);\n  var html = getDocumentElement(element);\n  var visualViewport = win.visualViewport;\n  var width = html.clientWidth;\n  var height = html.clientHeight;\n  var x = 0;\n  var y = 0;\n\n  if (visualViewport) {\n    width = visualViewport.width;\n    height = visualViewport.height;\n    var layoutViewport = isLayoutViewport();\n\n    if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n      x = visualViewport.offsetLeft;\n      y = visualViewport.offsetTop;\n    }\n  }\n\n  return {\n    width: width,\n    height: height,\n    x: x + getWindowScrollBarX(element),\n    y: y\n  };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `<html>` and `<body>` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n  var _element$ownerDocumen;\n\n  var html = getDocumentElement(element);\n  var winScroll = getWindowScroll(element);\n  var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n  var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n  var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n  var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n  var y = -winScroll.scrollTop;\n\n  if (getComputedStyle(body || html).direction === 'rtl') {\n    x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n  }\n\n  return {\n    width: width,\n    height: height,\n    x: x,\n    y: y\n  };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n  var reference = _ref.reference,\n      element = _ref.element,\n      placement = _ref.placement;\n  var basePlacement = placement ? getBasePlacement(placement) : null;\n  var variation = placement ? getVariation(placement) : null;\n  var commonX = reference.x + reference.width / 2 - element.width / 2;\n  var commonY = reference.y + reference.height / 2 - element.height / 2;\n  var offsets;\n\n  switch (basePlacement) {\n    case top:\n      offsets = {\n        x: commonX,\n        y: reference.y - element.height\n      };\n      break;\n\n    case bottom:\n      offsets = {\n        x: commonX,\n        y: reference.y + reference.height\n      };\n      break;\n\n    case right:\n      offsets = {\n        x: reference.x + reference.width,\n        y: commonY\n      };\n      break;\n\n    case left:\n      offsets = {\n        x: reference.x - element.width,\n        y: commonY\n      };\n      break;\n\n    default:\n      offsets = {\n        x: reference.x,\n        y: reference.y\n      };\n  }\n\n  var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n  if (mainAxis != null) {\n    var len = mainAxis === 'y' ? 'height' : 'width';\n\n    switch (variation) {\n      case start:\n        offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n        break;\n\n      case end:\n        offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n        break;\n\n      default:\n    }\n  }\n\n  return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n  if (options === void 0) {\n    options = {};\n  }\n\n  var _options = options,\n      _options$placement = _options.placement,\n      placement = _options$placement === void 0 ? state.placement : _options$placement,\n      _options$strategy = _options.strategy,\n      strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n      _options$boundary = _options.boundary,\n      boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n      _options$rootBoundary = _options.rootBoundary,\n      rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n      _options$elementConte = _options.elementContext,\n      elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n      _options$altBoundary = _options.altBoundary,\n      altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n      _options$padding = _options.padding,\n      padding = _options$padding === void 0 ? 0 : _options$padding;\n  var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n  var altContext = elementContext === popper ? reference : popper;\n  var popperRect = state.rects.popper;\n  var element = state.elements[altBoundary ? altContext : elementContext];\n  var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n  var referenceClientRect = getBoundingClientRect(state.elements.reference);\n  var popperOffsets = computeOffsets({\n    reference: referenceClientRect,\n    element: popperRect,\n    strategy: 'absolute',\n    placement: placement\n  });\n  var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n  var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n  // 0 or negative = within the clipping rect\n\n  var overflowOffsets = {\n    top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n    bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n    left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n    right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n  };\n  var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n  if (elementContext === popper && offsetData) {\n    var offset = offsetData[placement];\n    Object.keys(overflowOffsets).forEach(function (key) {\n      var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n      var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n      overflowOffsets[key] += offset[axis] * multiply;\n    });\n  }\n\n  return overflowOffsets;\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n  if (getBasePlacement(placement) === auto) {\n    return [];\n  }\n\n  var oppositePlacement = getOppositePlacement(placement);\n  return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n  var state = _ref.state,\n      options = _ref.options,\n      name = _ref.name;\n\n  if (state.modifiersData[name]._skip) {\n    return;\n  }\n\n  var _options$mainAxis = options.mainAxis,\n      checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n      _options$altAxis = options.altAxis,\n      checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n      specifiedFallbackPlacements = options.fallbackPlacements,\n      padding = options.padding,\n      boundary = options.boundary,\n      rootBoundary = options.rootBoundary,\n      altBoundary = options.altBoundary,\n      _options$flipVariatio = options.flipVariations,\n      flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n      allowedAutoPlacements = options.allowedAutoPlacements;\n  var preferredPlacement = state.options.placement;\n  var basePlacement = getBasePlacement(preferredPlacement);\n  var isBasePlacement = basePlacement === preferredPlacement;\n  var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n  var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n    return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      padding: padding,\n      flipVariations: flipVariations,\n      allowedAutoPlacements: allowedAutoPlacements\n    }) : placement);\n  }, []);\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var checksMap = new Map();\n  var makeFallbackChecks = true;\n  var firstFittingPlacement = placements[0];\n\n  for (var i = 0; i < placements.length; i++) {\n    var placement = placements[i];\n\n    var _basePlacement = getBasePlacement(placement);\n\n    var isStartVariation = getVariation(placement) === start;\n    var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n    var len = isVertical ? 'width' : 'height';\n    var overflow = detectOverflow(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      altBoundary: altBoundary,\n      padding: padding\n    });\n    var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n    if (referenceRect[len] > popperRect[len]) {\n      mainVariationSide = getOppositePlacement(mainVariationSide);\n    }\n\n    var altVariationSide = getOppositePlacement(mainVariationSide);\n    var checks = [];\n\n    if (checkMainAxis) {\n      checks.push(overflow[_basePlacement] <= 0);\n    }\n\n    if (checkAltAxis) {\n      checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n    }\n\n    if (checks.every(function (check) {\n      return check;\n    })) {\n      firstFittingPlacement = placement;\n      makeFallbackChecks = false;\n      break;\n    }\n\n    checksMap.set(placement, checks);\n  }\n\n  if (makeFallbackChecks) {\n    // `2` may be desired in some cases – research later\n    var numberOfChecks = flipVariations ? 3 : 1;\n\n    var _loop = function _loop(_i) {\n      var fittingPlacement = placements.find(function (placement) {\n        var checks = checksMap.get(placement);\n\n        if (checks) {\n          return checks.slice(0, _i).every(function (check) {\n            return check;\n          });\n        }\n      });\n\n      if (fittingPlacement) {\n        firstFittingPlacement = fittingPlacement;\n        return \"break\";\n      }\n    };\n\n    for (var _i = numberOfChecks; _i > 0; _i--) {\n      var _ret = _loop(_i);\n\n      if (_ret === \"break\") break;\n    }\n  }\n\n  if (state.placement !== firstFittingPlacement) {\n    state.modifiersData[name]._skip = true;\n    state.placement = firstFittingPlacement;\n    state.reset = true;\n  }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'flip',\n  enabled: true,\n  phase: 'main',\n  fn: flip,\n  requiresIfExists: ['offset'],\n  data: {\n    _skip: false\n  }\n};","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n  if (options === void 0) {\n    options = {};\n  }\n\n  var _options = options,\n      placement = _options.placement,\n      boundary = _options.boundary,\n      rootBoundary = _options.rootBoundary,\n      padding = _options.padding,\n      flipVariations = _options.flipVariations,\n      _options$allowedAutoP = _options.allowedAutoPlacements,\n      allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n  var variation = getVariation(placement);\n  var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n    return getVariation(placement) === variation;\n  }) : basePlacements;\n  var allowedPlacements = placements.filter(function (placement) {\n    return allowedAutoPlacements.indexOf(placement) >= 0;\n  });\n\n  if (allowedPlacements.length === 0) {\n    allowedPlacements = placements;\n  } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n  var overflows = allowedPlacements.reduce(function (acc, placement) {\n    acc[placement] = detectOverflow(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      padding: padding\n    })[getBasePlacement(placement)];\n    return acc;\n  }, {});\n  return Object.keys(overflows).sort(function (a, b) {\n    return overflows[a] - overflows[b];\n  });\n}","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n  if (preventedOffsets === void 0) {\n    preventedOffsets = {\n      x: 0,\n      y: 0\n    };\n  }\n\n  return {\n    top: overflow.top - rect.height - preventedOffsets.y,\n    right: overflow.right - rect.width + preventedOffsets.x,\n    bottom: overflow.bottom - rect.height + preventedOffsets.y,\n    left: overflow.left - rect.width - preventedOffsets.x\n  };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n  return [top, right, bottom, left].some(function (side) {\n    return overflow[side] >= 0;\n  });\n}\n\nfunction hide(_ref) {\n  var state = _ref.state,\n      name = _ref.name;\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var preventedOffsets = state.modifiersData.preventOverflow;\n  var referenceOverflow = detectOverflow(state, {\n    elementContext: 'reference'\n  });\n  var popperAltOverflow = detectOverflow(state, {\n    altBoundary: true\n  });\n  var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n  var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n  var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n  var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n  state.modifiersData[name] = {\n    referenceClippingOffsets: referenceClippingOffsets,\n    popperEscapeOffsets: popperEscapeOffsets,\n    isReferenceHidden: isReferenceHidden,\n    hasPopperEscaped: hasPopperEscaped\n  };\n  state.attributes.popper = Object.assign({}, state.attributes.popper, {\n    'data-popper-reference-hidden': isReferenceHidden,\n    'data-popper-escaped': hasPopperEscaped\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'hide',\n  enabled: true,\n  phase: 'main',\n  requiresIfExists: ['preventOverflow'],\n  fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n  var basePlacement = getBasePlacement(placement);\n  var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n  var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n    placement: placement\n  })) : offset,\n      skidding = _ref[0],\n      distance = _ref[1];\n\n  skidding = skidding || 0;\n  distance = (distance || 0) * invertDistance;\n  return [left, right].indexOf(basePlacement) >= 0 ? {\n    x: distance,\n    y: skidding\n  } : {\n    x: skidding,\n    y: distance\n  };\n}\n\nfunction offset(_ref2) {\n  var state = _ref2.state,\n      options = _ref2.options,\n      name = _ref2.name;\n  var _options$offset = options.offset,\n      offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n  var data = placements.reduce(function (acc, placement) {\n    acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n    return acc;\n  }, {});\n  var _data$state$placement = data[state.placement],\n      x = _data$state$placement.x,\n      y = _data$state$placement.y;\n\n  if (state.modifiersData.popperOffsets != null) {\n    state.modifiersData.popperOffsets.x += x;\n    state.modifiersData.popperOffsets.y += y;\n  }\n\n  state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'offset',\n  enabled: true,\n  phase: 'main',\n  requires: ['popperOffsets'],\n  fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n  var state = _ref.state,\n      name = _ref.name;\n  // Offsets are the actual position the popper needs to have to be\n  // properly positioned near its reference element\n  // This is the most basic placement, and will be adjusted by\n  // the modifiers in the next step\n  state.modifiersData[name] = computeOffsets({\n    reference: state.rects.reference,\n    element: state.rects.popper,\n    strategy: 'absolute',\n    placement: state.placement\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'popperOffsets',\n  enabled: true,\n  phase: 'read',\n  fn: popperOffsets,\n  data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n  var state = _ref.state,\n      options = _ref.options,\n      name = _ref.name;\n  var _options$mainAxis = options.mainAxis,\n      checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n      _options$altAxis = options.altAxis,\n      checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n      boundary = options.boundary,\n      rootBoundary = options.rootBoundary,\n      altBoundary = options.altBoundary,\n      padding = options.padding,\n      _options$tether = options.tether,\n      tether = _options$tether === void 0 ? true : _options$tether,\n      _options$tetherOffset = options.tetherOffset,\n      tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n  var overflow = detectOverflow(state, {\n    boundary: boundary,\n    rootBoundary: rootBoundary,\n    padding: padding,\n    altBoundary: altBoundary\n  });\n  var basePlacement = getBasePlacement(state.placement);\n  var variation = getVariation(state.placement);\n  var isBasePlacement = !variation;\n  var mainAxis = getMainAxisFromPlacement(basePlacement);\n  var altAxis = getAltAxis(mainAxis);\n  var popperOffsets = state.modifiersData.popperOffsets;\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n    placement: state.placement\n  })) : tetherOffset;\n  var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n    mainAxis: tetherOffsetValue,\n    altAxis: tetherOffsetValue\n  } : Object.assign({\n    mainAxis: 0,\n    altAxis: 0\n  }, tetherOffsetValue);\n  var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n  var data = {\n    x: 0,\n    y: 0\n  };\n\n  if (!popperOffsets) {\n    return;\n  }\n\n  if (checkMainAxis) {\n    var _offsetModifierState$;\n\n    var mainSide = mainAxis === 'y' ? top : left;\n    var altSide = mainAxis === 'y' ? bottom : right;\n    var len = mainAxis === 'y' ? 'height' : 'width';\n    var offset = popperOffsets[mainAxis];\n    var min = offset + overflow[mainSide];\n    var max = offset - overflow[altSide];\n    var additive = tether ? -popperRect[len] / 2 : 0;\n    var minLen = variation === start ? referenceRect[len] : popperRect[len];\n    var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n    // outside the reference bounds\n\n    var arrowElement = state.elements.arrow;\n    var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n      width: 0,\n      height: 0\n    };\n    var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n    var arrowPaddingMin = arrowPaddingObject[mainSide];\n    var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n    // to include its full size in the calculation. If the reference is small\n    // and near the edge of a boundary, the popper can overflow even if the\n    // reference is not overflowing as well (e.g. virtual elements with no\n    // width or height)\n\n    var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n    var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n    var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n    var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n    var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n    var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n    var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n    var tetherMax = offset + maxOffset - offsetModifierValue;\n    var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n    popperOffsets[mainAxis] = preventedOffset;\n    data[mainAxis] = preventedOffset - offset;\n  }\n\n  if (checkAltAxis) {\n    var _offsetModifierState$2;\n\n    var _mainSide = mainAxis === 'x' ? top : left;\n\n    var _altSide = mainAxis === 'x' ? bottom : right;\n\n    var _offset = popperOffsets[altAxis];\n\n    var _len = altAxis === 'y' ? 'height' : 'width';\n\n    var _min = _offset + overflow[_mainSide];\n\n    var _max = _offset - overflow[_altSide];\n\n    var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n    var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n    var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n    var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n    var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n    popperOffsets[altAxis] = _preventedOffset;\n    data[altAxis] = _preventedOffset - _offset;\n  }\n\n  state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'preventOverflow',\n  enabled: true,\n  phase: 'main',\n  fn: preventOverflow,\n  requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n  return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n  var rect = element.getBoundingClientRect();\n  var scaleX = round(rect.width) / element.offsetWidth || 1;\n  var scaleY = round(rect.height) / element.offsetHeight || 1;\n  return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n  if (isFixed === void 0) {\n    isFixed = false;\n  }\n\n  var isOffsetParentAnElement = isHTMLElement(offsetParent);\n  var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n  var documentElement = getDocumentElement(offsetParent);\n  var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n  var scroll = {\n    scrollLeft: 0,\n    scrollTop: 0\n  };\n  var offsets = {\n    x: 0,\n    y: 0\n  };\n\n  if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n    if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n    isScrollParent(documentElement)) {\n      scroll = getNodeScroll(offsetParent);\n    }\n\n    if (isHTMLElement(offsetParent)) {\n      offsets = getBoundingClientRect(offsetParent, true);\n      offsets.x += offsetParent.clientLeft;\n      offsets.y += offsetParent.clientTop;\n    } else if (documentElement) {\n      offsets.x = getWindowScrollBarX(documentElement);\n    }\n  }\n\n  return {\n    x: rect.left + scroll.scrollLeft - offsets.x,\n    y: rect.top + scroll.scrollTop - offsets.y,\n    width: rect.width,\n    height: rect.height\n  };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n  if (node === getWindow(node) || !isHTMLElement(node)) {\n    return getWindowScroll(node);\n  } else {\n    return getHTMLElementScroll(node);\n  }\n}","export default function getHTMLElementScroll(element) {\n  return {\n    scrollLeft: element.scrollLeft,\n    scrollTop: element.scrollTop\n  };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n  var map = new Map();\n  var visited = new Set();\n  var result = [];\n  modifiers.forEach(function (modifier) {\n    map.set(modifier.name, modifier);\n  }); // On visiting object, check for its dependencies and visit them recursively\n\n  function sort(modifier) {\n    visited.add(modifier.name);\n    var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n    requires.forEach(function (dep) {\n      if (!visited.has(dep)) {\n        var depModifier = map.get(dep);\n\n        if (depModifier) {\n          sort(depModifier);\n        }\n      }\n    });\n    result.push(modifier);\n  }\n\n  modifiers.forEach(function (modifier) {\n    if (!visited.has(modifier.name)) {\n      // check for visited object\n      sort(modifier);\n    }\n  });\n  return result;\n}\n\nexport default function orderModifiers(modifiers) {\n  // order based on dependencies\n  var orderedModifiers = order(modifiers); // order based on phase\n\n  return modifierPhases.reduce(function (acc, phase) {\n    return acc.concat(orderedModifiers.filter(function (modifier) {\n      return modifier.phase === phase;\n    }));\n  }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nvar DEFAULT_OPTIONS = {\n  placement: 'bottom',\n  modifiers: [],\n  strategy: 'absolute'\n};\n\nfunction areValidElements() {\n  for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n    args[_key] = arguments[_key];\n  }\n\n  return !args.some(function (element) {\n    return !(element && typeof element.getBoundingClientRect === 'function');\n  });\n}\n\nexport function popperGenerator(generatorOptions) {\n  if (generatorOptions === void 0) {\n    generatorOptions = {};\n  }\n\n  var _generatorOptions = generatorOptions,\n      _generatorOptions$def = _generatorOptions.defaultModifiers,\n      defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n      _generatorOptions$def2 = _generatorOptions.defaultOptions,\n      defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n  return function createPopper(reference, popper, options) {\n    if (options === void 0) {\n      options = defaultOptions;\n    }\n\n    var state = {\n      placement: 'bottom',\n      orderedModifiers: [],\n      options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n      modifiersData: {},\n      elements: {\n        reference: reference,\n        popper: popper\n      },\n      attributes: {},\n      styles: {}\n    };\n    var effectCleanupFns = [];\n    var isDestroyed = false;\n    var instance = {\n      state: state,\n      setOptions: function setOptions(setOptionsAction) {\n        var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n        cleanupModifierEffects();\n        state.options = Object.assign({}, defaultOptions, state.options, options);\n        state.scrollParents = {\n          reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n          popper: listScrollParents(popper)\n        }; // Orders the modifiers based on their dependencies and `phase`\n        // properties\n\n        var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n        state.orderedModifiers = orderedModifiers.filter(function (m) {\n          return m.enabled;\n        });\n        runModifierEffects();\n        return instance.update();\n      },\n      // Sync update – it will always be executed, even if not necessary. This\n      // is useful for low frequency updates where sync behavior simplifies the\n      // logic.\n      // For high frequency updates (e.g. `resize` and `scroll` events), always\n      // prefer the async Popper#update method\n      forceUpdate: function forceUpdate() {\n        if (isDestroyed) {\n          return;\n        }\n\n        var _state$elements = state.elements,\n            reference = _state$elements.reference,\n            popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n        // anymore\n\n        if (!areValidElements(reference, popper)) {\n          return;\n        } // Store the reference and popper rects to be read by modifiers\n\n\n        state.rects = {\n          reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n          popper: getLayoutRect(popper)\n        }; // Modifiers have the ability to reset the current update cycle. The\n        // most common use case for this is the `flip` modifier changing the\n        // placement, which then needs to re-run all the modifiers, because the\n        // logic was previously ran for the previous placement and is therefore\n        // stale/incorrect\n\n        state.reset = false;\n        state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n        // is filled with the initial data specified by the modifier. This means\n        // it doesn't persist and is fresh on each update.\n        // To ensure persistent data, use `${name}#persistent`\n\n        state.orderedModifiers.forEach(function (modifier) {\n          return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n        });\n\n        for (var index = 0; index < state.orderedModifiers.length; index++) {\n          if (state.reset === true) {\n            state.reset = false;\n            index = -1;\n            continue;\n          }\n\n          var _state$orderedModifie = state.orderedModifiers[index],\n              fn = _state$orderedModifie.fn,\n              _state$orderedModifie2 = _state$orderedModifie.options,\n              _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n              name = _state$orderedModifie.name;\n\n          if (typeof fn === 'function') {\n            state = fn({\n              state: state,\n              options: _options,\n              name: name,\n              instance: instance\n            }) || state;\n          }\n        }\n      },\n      // Async and optimistically optimized update – it will not be executed if\n      // not necessary (debounced to run at most once-per-tick)\n      update: debounce(function () {\n        return new Promise(function (resolve) {\n          instance.forceUpdate();\n          resolve(state);\n        });\n      }),\n      destroy: function destroy() {\n        cleanupModifierEffects();\n        isDestroyed = true;\n      }\n    };\n\n    if (!areValidElements(reference, popper)) {\n      return instance;\n    }\n\n    instance.setOptions(options).then(function (state) {\n      if (!isDestroyed && options.onFirstUpdate) {\n        options.onFirstUpdate(state);\n      }\n    }); // Modifiers have the ability to execute arbitrary code before the first\n    // update cycle runs. They will be executed in the same order as the update\n    // cycle. This is useful when a modifier adds some persistent data that\n    // other modifiers need to use, but the modifier is run after the dependent\n    // one.\n\n    function runModifierEffects() {\n      state.orderedModifiers.forEach(function (_ref) {\n        var name = _ref.name,\n            _ref$options = _ref.options,\n            options = _ref$options === void 0 ? {} : _ref$options,\n            effect = _ref.effect;\n\n        if (typeof effect === 'function') {\n          var cleanupFn = effect({\n            state: state,\n            name: name,\n            instance: instance,\n            options: options\n          });\n\n          var noopFn = function noopFn() {};\n\n          effectCleanupFns.push(cleanupFn || noopFn);\n        }\n      });\n    }\n\n    function cleanupModifierEffects() {\n      effectCleanupFns.forEach(function (fn) {\n        return fn();\n      });\n      effectCleanupFns = [];\n    }\n\n    return instance;\n  };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n  var pending;\n  return function () {\n    if (!pending) {\n      pending = new Promise(function (resolve) {\n        Promise.resolve().then(function () {\n          pending = undefined;\n          resolve(fn());\n        });\n      });\n    }\n\n    return pending;\n  };\n}","export default function mergeByName(modifiers) {\n  var merged = modifiers.reduce(function (merged, current) {\n    var existing = merged[current.name];\n    merged[current.name] = existing ? Object.assign({}, existing, current, {\n      options: Object.assign({}, existing.options, current.options),\n      data: Object.assign({}, existing.data, current.data)\n    }) : current;\n    return merged;\n  }, {}); // IE11 does not support Object.values\n\n  return Object.keys(merged).map(function (key) {\n    return merged[key];\n  });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n  defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n  defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","/*!\n  * Bootstrap v5.3.3 (https://getbootstrap.com/)\n  * Copyright 2011-2024 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)\n  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n  */\nimport * as Popper from '@popperjs/core';\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\n\nconst elementMap = new Map();\nconst Data = {\n  set(element, key, instance) {\n    if (!elementMap.has(element)) {\n      elementMap.set(element, new Map());\n    }\n    const instanceMap = elementMap.get(element);\n\n    // make it clear we only want one instance per element\n    // can be removed later when multiple key/instances are fine to be used\n    if (!instanceMap.has(key) && instanceMap.size !== 0) {\n      // eslint-disable-next-line no-console\n      console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`);\n      return;\n    }\n    instanceMap.set(key, instance);\n  },\n  get(element, key) {\n    if (elementMap.has(element)) {\n      return elementMap.get(element).get(key) || null;\n    }\n    return null;\n  },\n  remove(element, key) {\n    if (!elementMap.has(element)) {\n      return;\n    }\n    const instanceMap = elementMap.get(element);\n    instanceMap.delete(key);\n\n    // free up element references if there are no instances left for an element\n    if (instanceMap.size === 0) {\n      elementMap.delete(element);\n    }\n  }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend';\n\n/**\n * Properly escape IDs selectors to handle weird IDs\n * @param {string} selector\n * @returns {string}\n */\nconst parseSelector = selector => {\n  if (selector && window.CSS && window.CSS.escape) {\n    // document.querySelector needs escaping to handle IDs (html5+) containing for instance /\n    selector = selector.replace(/#([^\\s\"#']+)/g, (match, id) => `#${CSS.escape(id)}`);\n  }\n  return selector;\n};\n\n// Shout-out Angus Croll (https://goo.gl/pxwQGp)\nconst toType = object => {\n  if (object === null || object === undefined) {\n    return `${object}`;\n  }\n  return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n\n/**\n * Public Util API\n */\n\nconst getUID = prefix => {\n  do {\n    prefix += Math.floor(Math.random() * MAX_UID);\n  } while (document.getElementById(prefix));\n  return prefix;\n};\nconst getTransitionDurationFromElement = element => {\n  if (!element) {\n    return 0;\n  }\n\n  // Get transition-duration of the element\n  let {\n    transitionDuration,\n    transitionDelay\n  } = window.getComputedStyle(element);\n  const floatTransitionDuration = Number.parseFloat(transitionDuration);\n  const floatTransitionDelay = Number.parseFloat(transitionDelay);\n\n  // Return 0 if element or transition duration is not found\n  if (!floatTransitionDuration && !floatTransitionDelay) {\n    return 0;\n  }\n\n  // If multiple durations are defined, take the first\n  transitionDuration = transitionDuration.split(',')[0];\n  transitionDelay = transitionDelay.split(',')[0];\n  return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\nconst triggerTransitionEnd = element => {\n  element.dispatchEvent(new Event(TRANSITION_END));\n};\nconst isElement = object => {\n  if (!object || typeof object !== 'object') {\n    return false;\n  }\n  if (typeof object.jquery !== 'undefined') {\n    object = object[0];\n  }\n  return typeof object.nodeType !== 'undefined';\n};\nconst getElement = object => {\n  // it's a jQuery object or a node element\n  if (isElement(object)) {\n    return object.jquery ? object[0] : object;\n  }\n  if (typeof object === 'string' && object.length > 0) {\n    return document.querySelector(parseSelector(object));\n  }\n  return null;\n};\nconst isVisible = element => {\n  if (!isElement(element) || element.getClientRects().length === 0) {\n    return false;\n  }\n  const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible';\n  // Handle `details` element as its content may falsie appear visible when it is closed\n  const closedDetails = element.closest('details:not([open])');\n  if (!closedDetails) {\n    return elementIsVisible;\n  }\n  if (closedDetails !== element) {\n    const summary = element.closest('summary');\n    if (summary && summary.parentNode !== closedDetails) {\n      return false;\n    }\n    if (summary === null) {\n      return false;\n    }\n  }\n  return elementIsVisible;\n};\nconst isDisabled = element => {\n  if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n    return true;\n  }\n  if (element.classList.contains('disabled')) {\n    return true;\n  }\n  if (typeof element.disabled !== 'undefined') {\n    return element.disabled;\n  }\n  return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\nconst findShadowRoot = element => {\n  if (!document.documentElement.attachShadow) {\n    return null;\n  }\n\n  // Can find the shadow root otherwise it'll return the document\n  if (typeof element.getRootNode === 'function') {\n    const root = element.getRootNode();\n    return root instanceof ShadowRoot ? root : null;\n  }\n  if (element instanceof ShadowRoot) {\n    return element;\n  }\n\n  // when we don't find a shadow root\n  if (!element.parentNode) {\n    return null;\n  }\n  return findShadowRoot(element.parentNode);\n};\nconst noop = () => {};\n\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\nconst reflow = element => {\n  element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\nconst getjQuery = () => {\n  if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n    return window.jQuery;\n  }\n  return null;\n};\nconst DOMContentLoadedCallbacks = [];\nconst onDOMContentLoaded = callback => {\n  if (document.readyState === 'loading') {\n    // add listener on the first call when the document is in loading state\n    if (!DOMContentLoadedCallbacks.length) {\n      document.addEventListener('DOMContentLoaded', () => {\n        for (const callback of DOMContentLoadedCallbacks) {\n          callback();\n        }\n      });\n    }\n    DOMContentLoadedCallbacks.push(callback);\n  } else {\n    callback();\n  }\n};\nconst isRTL = () => document.documentElement.dir === 'rtl';\nconst defineJQueryPlugin = plugin => {\n  onDOMContentLoaded(() => {\n    const $ = getjQuery();\n    /* istanbul ignore if */\n    if ($) {\n      const name = plugin.NAME;\n      const JQUERY_NO_CONFLICT = $.fn[name];\n      $.fn[name] = plugin.jQueryInterface;\n      $.fn[name].Constructor = plugin;\n      $.fn[name].noConflict = () => {\n        $.fn[name] = JQUERY_NO_CONFLICT;\n        return plugin.jQueryInterface;\n      };\n    }\n  });\n};\nconst execute = (possibleCallback, args = [], defaultValue = possibleCallback) => {\n  return typeof possibleCallback === 'function' ? possibleCallback(...args) : defaultValue;\n};\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n  if (!waitForTransition) {\n    execute(callback);\n    return;\n  }\n  const durationPadding = 5;\n  const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n  let called = false;\n  const handler = ({\n    target\n  }) => {\n    if (target !== transitionElement) {\n      return;\n    }\n    called = true;\n    transitionElement.removeEventListener(TRANSITION_END, handler);\n    execute(callback);\n  };\n  transitionElement.addEventListener(TRANSITION_END, handler);\n  setTimeout(() => {\n    if (!called) {\n      triggerTransitionEnd(transitionElement);\n    }\n  }, emulatedDuration);\n};\n\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list    The list of elements\n * @param activeElement   The active element\n * @param shouldGetNext   Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n  const listLength = list.length;\n  let index = list.indexOf(activeElement);\n\n  // if the element does not exist in the list return an element\n  // depending on the direction and if cycle is allowed\n  if (index === -1) {\n    return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n  }\n  index += shouldGetNext ? 1 : -1;\n  if (isCycleAllowed) {\n    index = (index + listLength) % listLength;\n  }\n  return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\nlet uidEvent = 1;\nconst customEvents = {\n  mouseenter: 'mouseover',\n  mouseleave: 'mouseout'\n};\nconst nativeEvents = new Set(['click', 'dblclick', 'mouseup', 'mousedown', 'contextmenu', 'mousewheel', 'DOMMouseScroll', 'mouseover', 'mouseout', 'mousemove', 'selectstart', 'selectend', 'keydown', 'keypress', 'keyup', 'orientationchange', 'touchstart', 'touchmove', 'touchend', 'touchcancel', 'pointerdown', 'pointermove', 'pointerup', 'pointerleave', 'pointercancel', 'gesturestart', 'gesturechange', 'gestureend', 'focus', 'blur', 'change', 'reset', 'select', 'submit', 'focusin', 'focusout', 'load', 'unload', 'beforeunload', 'resize', 'move', 'DOMContentLoaded', 'readystatechange', 'error', 'abort', 'scroll']);\n\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n  return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\nfunction getElementEvents(element) {\n  const uid = makeEventUid(element);\n  element.uidEvent = uid;\n  eventRegistry[uid] = eventRegistry[uid] || {};\n  return eventRegistry[uid];\n}\nfunction bootstrapHandler(element, fn) {\n  return function handler(event) {\n    hydrateObj(event, {\n      delegateTarget: element\n    });\n    if (handler.oneOff) {\n      EventHandler.off(element, event.type, fn);\n    }\n    return fn.apply(element, [event]);\n  };\n}\nfunction bootstrapDelegationHandler(element, selector, fn) {\n  return function handler(event) {\n    const domElements = element.querySelectorAll(selector);\n    for (let {\n      target\n    } = event; target && target !== this; target = target.parentNode) {\n      for (const domElement of domElements) {\n        if (domElement !== target) {\n          continue;\n        }\n        hydrateObj(event, {\n          delegateTarget: target\n        });\n        if (handler.oneOff) {\n          EventHandler.off(element, event.type, selector, fn);\n        }\n        return fn.apply(target, [event]);\n      }\n    }\n  };\n}\nfunction findHandler(events, callable, delegationSelector = null) {\n  return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n  const isDelegated = typeof handler === 'string';\n  // TODO: tooltip passes `false` instead of selector, so we need to check\n  const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n  let typeEvent = getTypeEvent(originalTypeEvent);\n  if (!nativeEvents.has(typeEvent)) {\n    typeEvent = originalTypeEvent;\n  }\n  return [isDelegated, callable, typeEvent];\n}\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n  if (typeof originalTypeEvent !== 'string' || !element) {\n    return;\n  }\n  let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n\n  // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n  // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n  if (originalTypeEvent in customEvents) {\n    const wrapFunction = fn => {\n      return function (event) {\n        if (!event.relatedTarget || event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget)) {\n          return fn.call(this, event);\n        }\n      };\n    };\n    callable = wrapFunction(callable);\n  }\n  const events = getElementEvents(element);\n  const handlers = events[typeEvent] || (events[typeEvent] = {});\n  const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n  if (previousFunction) {\n    previousFunction.oneOff = previousFunction.oneOff && oneOff;\n    return;\n  }\n  const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''));\n  const fn = isDelegated ? bootstrapDelegationHandler(element, handler, callable) : bootstrapHandler(element, callable);\n  fn.delegationSelector = isDelegated ? handler : null;\n  fn.callable = callable;\n  fn.oneOff = oneOff;\n  fn.uidEvent = uid;\n  handlers[uid] = fn;\n  element.addEventListener(typeEvent, fn, isDelegated);\n}\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n  const fn = findHandler(events[typeEvent], handler, delegationSelector);\n  if (!fn) {\n    return;\n  }\n  element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n  delete events[typeEvent][fn.uidEvent];\n}\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n  const storeElementEvent = events[typeEvent] || {};\n  for (const [handlerKey, event] of Object.entries(storeElementEvent)) {\n    if (handlerKey.includes(namespace)) {\n      removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n    }\n  }\n}\nfunction getTypeEvent(event) {\n  // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n  event = event.replace(stripNameRegex, '');\n  return customEvents[event] || event;\n}\nconst EventHandler = {\n  on(element, event, handler, delegationFunction) {\n    addHandler(element, event, handler, delegationFunction, false);\n  },\n  one(element, event, handler, delegationFunction) {\n    addHandler(element, event, handler, delegationFunction, true);\n  },\n  off(element, originalTypeEvent, handler, delegationFunction) {\n    if (typeof originalTypeEvent !== 'string' || !element) {\n      return;\n    }\n    const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n    const inNamespace = typeEvent !== originalTypeEvent;\n    const events = getElementEvents(element);\n    const storeElementEvent = events[typeEvent] || {};\n    const isNamespace = originalTypeEvent.startsWith('.');\n    if (typeof callable !== 'undefined') {\n      // Simplest case: handler is passed, remove that listener ONLY.\n      if (!Object.keys(storeElementEvent).length) {\n        return;\n      }\n      removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n      return;\n    }\n    if (isNamespace) {\n      for (const elementEvent of Object.keys(events)) {\n        removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n      }\n    }\n    for (const [keyHandlers, event] of Object.entries(storeElementEvent)) {\n      const handlerKey = keyHandlers.replace(stripUidRegex, '');\n      if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n        removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n      }\n    }\n  },\n  trigger(element, event, args) {\n    if (typeof event !== 'string' || !element) {\n      return null;\n    }\n    const $ = getjQuery();\n    const typeEvent = getTypeEvent(event);\n    const inNamespace = event !== typeEvent;\n    let jQueryEvent = null;\n    let bubbles = true;\n    let nativeDispatch = true;\n    let defaultPrevented = false;\n    if (inNamespace && $) {\n      jQueryEvent = $.Event(event, args);\n      $(element).trigger(jQueryEvent);\n      bubbles = !jQueryEvent.isPropagationStopped();\n      nativeDispatch = !jQueryEvent.isImmediatePropagationStopped();\n      defaultPrevented = jQueryEvent.isDefaultPrevented();\n    }\n    const evt = hydrateObj(new Event(event, {\n      bubbles,\n      cancelable: true\n    }), args);\n    if (defaultPrevented) {\n      evt.preventDefault();\n    }\n    if (nativeDispatch) {\n      element.dispatchEvent(evt);\n    }\n    if (evt.defaultPrevented && jQueryEvent) {\n      jQueryEvent.preventDefault();\n    }\n    return evt;\n  }\n};\nfunction hydrateObj(obj, meta = {}) {\n  for (const [key, value] of Object.entries(meta)) {\n    try {\n      obj[key] = value;\n    } catch (_unused) {\n      Object.defineProperty(obj, key, {\n        configurable: true,\n        get() {\n          return value;\n        }\n      });\n    }\n  }\n  return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nfunction normalizeData(value) {\n  if (value === 'true') {\n    return true;\n  }\n  if (value === 'false') {\n    return false;\n  }\n  if (value === Number(value).toString()) {\n    return Number(value);\n  }\n  if (value === '' || value === 'null') {\n    return null;\n  }\n  if (typeof value !== 'string') {\n    return value;\n  }\n  try {\n    return JSON.parse(decodeURIComponent(value));\n  } catch (_unused) {\n    return value;\n  }\n}\nfunction normalizeDataKey(key) {\n  return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\nconst Manipulator = {\n  setDataAttribute(element, key, value) {\n    element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n  },\n  removeDataAttribute(element, key) {\n    element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n  },\n  getDataAttributes(element) {\n    if (!element) {\n      return {};\n    }\n    const attributes = {};\n    const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n    for (const key of bsKeys) {\n      let pureKey = key.replace(/^bs/, '');\n      pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length);\n      attributes[pureKey] = normalizeData(element.dataset[key]);\n    }\n    return attributes;\n  },\n  getDataAttribute(element, key) {\n    return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n  }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Class definition\n */\n\nclass Config {\n  // Getters\n  static get Default() {\n    return {};\n  }\n  static get DefaultType() {\n    return {};\n  }\n  static get NAME() {\n    throw new Error('You have to implement the static method \"NAME\", for each component!');\n  }\n  _getConfig(config) {\n    config = this._mergeConfigObj(config);\n    config = this._configAfterMerge(config);\n    this._typeCheckConfig(config);\n    return config;\n  }\n  _configAfterMerge(config) {\n    return config;\n  }\n  _mergeConfigObj(config, element) {\n    const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n    return {\n      ...this.constructor.Default,\n      ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n      ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n      ...(typeof config === 'object' ? config : {})\n    };\n  }\n  _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n    for (const [property, expectedTypes] of Object.entries(configTypes)) {\n      const value = config[property];\n      const valueType = isElement(value) ? 'element' : toType(value);\n      if (!new RegExp(expectedTypes).test(valueType)) {\n        throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n      }\n    }\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst VERSION = '5.3.3';\n\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n  constructor(element, config) {\n    super();\n    element = getElement(element);\n    if (!element) {\n      return;\n    }\n    this._element = element;\n    this._config = this._getConfig(config);\n    Data.set(this._element, this.constructor.DATA_KEY, this);\n  }\n\n  // Public\n  dispose() {\n    Data.remove(this._element, this.constructor.DATA_KEY);\n    EventHandler.off(this._element, this.constructor.EVENT_KEY);\n    for (const propertyName of Object.getOwnPropertyNames(this)) {\n      this[propertyName] = null;\n    }\n  }\n  _queueCallback(callback, element, isAnimated = true) {\n    executeAfterTransition(callback, element, isAnimated);\n  }\n  _getConfig(config) {\n    config = this._mergeConfigObj(config, this._element);\n    config = this._configAfterMerge(config);\n    this._typeCheckConfig(config);\n    return config;\n  }\n\n  // Static\n  static getInstance(element) {\n    return Data.get(getElement(element), this.DATA_KEY);\n  }\n  static getOrCreateInstance(element, config = {}) {\n    return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n  }\n  static get VERSION() {\n    return VERSION;\n  }\n  static get DATA_KEY() {\n    return `bs.${this.NAME}`;\n  }\n  static get EVENT_KEY() {\n    return `.${this.DATA_KEY}`;\n  }\n  static eventName(name) {\n    return `${name}${this.EVENT_KEY}`;\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst getSelector = element => {\n  let selector = element.getAttribute('data-bs-target');\n  if (!selector || selector === '#') {\n    let hrefAttribute = element.getAttribute('href');\n\n    // The only valid content that could double as a selector are IDs or classes,\n    // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n    // `document.querySelector` will rightfully complain it is invalid.\n    // See https://github.com/twbs/bootstrap/issues/32273\n    if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n      return null;\n    }\n\n    // Just in case some CMS puts out a full URL with the anchor appended\n    if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n      hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n    }\n    selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n  }\n  return selector ? selector.split(',').map(sel => parseSelector(sel)).join(',') : null;\n};\nconst SelectorEngine = {\n  find(selector, element = document.documentElement) {\n    return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n  },\n  findOne(selector, element = document.documentElement) {\n    return Element.prototype.querySelector.call(element, selector);\n  },\n  children(element, selector) {\n    return [].concat(...element.children).filter(child => child.matches(selector));\n  },\n  parents(element, selector) {\n    const parents = [];\n    let ancestor = element.parentNode.closest(selector);\n    while (ancestor) {\n      parents.push(ancestor);\n      ancestor = ancestor.parentNode.closest(selector);\n    }\n    return parents;\n  },\n  prev(element, selector) {\n    let previous = element.previousElementSibling;\n    while (previous) {\n      if (previous.matches(selector)) {\n        return [previous];\n      }\n      previous = previous.previousElementSibling;\n    }\n    return [];\n  },\n  // TODO: this is now unused; remove later along with prev()\n  next(element, selector) {\n    let next = element.nextElementSibling;\n    while (next) {\n      if (next.matches(selector)) {\n        return [next];\n      }\n      next = next.nextElementSibling;\n    }\n    return [];\n  },\n  focusableChildren(element) {\n    const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n    return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n  },\n  getSelectorFromElement(element) {\n    const selector = getSelector(element);\n    if (selector) {\n      return SelectorEngine.findOne(selector) ? selector : null;\n    }\n    return null;\n  },\n  getElementFromSelector(element) {\n    const selector = getSelector(element);\n    return selector ? SelectorEngine.findOne(selector) : null;\n  },\n  getMultipleElementsFromSelector(element) {\n    const selector = getSelector(element);\n    return selector ? SelectorEngine.find(selector) : [];\n  }\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n  const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n  const name = component.NAME;\n  EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n    if (['A', 'AREA'].includes(this.tagName)) {\n      event.preventDefault();\n    }\n    if (isDisabled(this)) {\n      return;\n    }\n    const target = SelectorEngine.getElementFromSelector(this) || this.closest(`.${name}`);\n    const instance = component.getOrCreateInstance(target);\n\n    // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n    instance[method]();\n  });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$f = 'alert';\nconst DATA_KEY$a = 'bs.alert';\nconst EVENT_KEY$b = `.${DATA_KEY$a}`;\nconst EVENT_CLOSE = `close${EVENT_KEY$b}`;\nconst EVENT_CLOSED = `closed${EVENT_KEY$b}`;\nconst CLASS_NAME_FADE$5 = 'fade';\nconst CLASS_NAME_SHOW$8 = 'show';\n\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n  // Getters\n  static get NAME() {\n    return NAME$f;\n  }\n\n  // Public\n  close() {\n    const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n    if (closeEvent.defaultPrevented) {\n      return;\n    }\n    this._element.classList.remove(CLASS_NAME_SHOW$8);\n    const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n    this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n  }\n\n  // Private\n  _destroyElement() {\n    this._element.remove();\n    EventHandler.trigger(this._element, EVENT_CLOSED);\n    this.dispose();\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Alert.getOrCreateInstance(this);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config](this);\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nenableDismissTrigger(Alert, 'close');\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$e = 'button';\nconst DATA_KEY$9 = 'bs.button';\nconst EVENT_KEY$a = `.${DATA_KEY$9}`;\nconst DATA_API_KEY$6 = '.data-api';\nconst CLASS_NAME_ACTIVE$3 = 'active';\nconst SELECTOR_DATA_TOGGLE$5 = '[data-bs-toggle=\"button\"]';\nconst EVENT_CLICK_DATA_API$6 = `click${EVENT_KEY$a}${DATA_API_KEY$6}`;\n\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n  // Getters\n  static get NAME() {\n    return NAME$e;\n  }\n\n  // Public\n  toggle() {\n    // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n    this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE$3));\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Button.getOrCreateInstance(this);\n      if (config === 'toggle') {\n        data[config]();\n      }\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$6, SELECTOR_DATA_TOGGLE$5, event => {\n  event.preventDefault();\n  const button = event.target.closest(SELECTOR_DATA_TOGGLE$5);\n  const data = Button.getOrCreateInstance(button);\n  data.toggle();\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$d = 'swipe';\nconst EVENT_KEY$9 = '.bs.swipe';\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY$9}`;\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY$9}`;\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY$9}`;\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY$9}`;\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY$9}`;\nconst POINTER_TYPE_TOUCH = 'touch';\nconst POINTER_TYPE_PEN = 'pen';\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event';\nconst SWIPE_THRESHOLD = 40;\nconst Default$c = {\n  endCallback: null,\n  leftCallback: null,\n  rightCallback: null\n};\nconst DefaultType$c = {\n  endCallback: '(function|null)',\n  leftCallback: '(function|null)',\n  rightCallback: '(function|null)'\n};\n\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n  constructor(element, config) {\n    super();\n    this._element = element;\n    if (!element || !Swipe.isSupported()) {\n      return;\n    }\n    this._config = this._getConfig(config);\n    this._deltaX = 0;\n    this._supportPointerEvents = Boolean(window.PointerEvent);\n    this._initEvents();\n  }\n\n  // Getters\n  static get Default() {\n    return Default$c;\n  }\n  static get DefaultType() {\n    return DefaultType$c;\n  }\n  static get NAME() {\n    return NAME$d;\n  }\n\n  // Public\n  dispose() {\n    EventHandler.off(this._element, EVENT_KEY$9);\n  }\n\n  // Private\n  _start(event) {\n    if (!this._supportPointerEvents) {\n      this._deltaX = event.touches[0].clientX;\n      return;\n    }\n    if (this._eventIsPointerPenTouch(event)) {\n      this._deltaX = event.clientX;\n    }\n  }\n  _end(event) {\n    if (this._eventIsPointerPenTouch(event)) {\n      this._deltaX = event.clientX - this._deltaX;\n    }\n    this._handleSwipe();\n    execute(this._config.endCallback);\n  }\n  _move(event) {\n    this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n  }\n  _handleSwipe() {\n    const absDeltaX = Math.abs(this._deltaX);\n    if (absDeltaX <= SWIPE_THRESHOLD) {\n      return;\n    }\n    const direction = absDeltaX / this._deltaX;\n    this._deltaX = 0;\n    if (!direction) {\n      return;\n    }\n    execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n  }\n  _initEvents() {\n    if (this._supportPointerEvents) {\n      EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n      EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n      this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n    } else {\n      EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n      EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n      EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n    }\n  }\n  _eventIsPointerPenTouch(event) {\n    return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n  }\n\n  // Static\n  static isSupported() {\n    return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$c = 'carousel';\nconst DATA_KEY$8 = 'bs.carousel';\nconst EVENT_KEY$8 = `.${DATA_KEY$8}`;\nconst DATA_API_KEY$5 = '.data-api';\nconst ARROW_LEFT_KEY$1 = 'ArrowLeft';\nconst ARROW_RIGHT_KEY$1 = 'ArrowRight';\nconst TOUCHEVENT_COMPAT_WAIT = 500; // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next';\nconst ORDER_PREV = 'prev';\nconst DIRECTION_LEFT = 'left';\nconst DIRECTION_RIGHT = 'right';\nconst EVENT_SLIDE = `slide${EVENT_KEY$8}`;\nconst EVENT_SLID = `slid${EVENT_KEY$8}`;\nconst EVENT_KEYDOWN$1 = `keydown${EVENT_KEY$8}`;\nconst EVENT_MOUSEENTER$1 = `mouseenter${EVENT_KEY$8}`;\nconst EVENT_MOUSELEAVE$1 = `mouseleave${EVENT_KEY$8}`;\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY$8}`;\nconst EVENT_LOAD_DATA_API$3 = `load${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst EVENT_CLICK_DATA_API$5 = `click${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst CLASS_NAME_CAROUSEL = 'carousel';\nconst CLASS_NAME_ACTIVE$2 = 'active';\nconst CLASS_NAME_SLIDE = 'slide';\nconst CLASS_NAME_END = 'carousel-item-end';\nconst CLASS_NAME_START = 'carousel-item-start';\nconst CLASS_NAME_NEXT = 'carousel-item-next';\nconst CLASS_NAME_PREV = 'carousel-item-prev';\nconst SELECTOR_ACTIVE = '.active';\nconst SELECTOR_ITEM = '.carousel-item';\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM;\nconst SELECTOR_ITEM_IMG = '.carousel-item img';\nconst SELECTOR_INDICATORS = '.carousel-indicators';\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]';\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]';\nconst KEY_TO_DIRECTION = {\n  [ARROW_LEFT_KEY$1]: DIRECTION_RIGHT,\n  [ARROW_RIGHT_KEY$1]: DIRECTION_LEFT\n};\nconst Default$b = {\n  interval: 5000,\n  keyboard: true,\n  pause: 'hover',\n  ride: false,\n  touch: true,\n  wrap: true\n};\nconst DefaultType$b = {\n  interval: '(number|boolean)',\n  // TODO:v6 remove boolean support\n  keyboard: 'boolean',\n  pause: '(string|boolean)',\n  ride: '(boolean|string)',\n  touch: 'boolean',\n  wrap: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._interval = null;\n    this._activeElement = null;\n    this._isSliding = false;\n    this.touchTimeout = null;\n    this._swipeHelper = null;\n    this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n    this._addEventListeners();\n    if (this._config.ride === CLASS_NAME_CAROUSEL) {\n      this.cycle();\n    }\n  }\n\n  // Getters\n  static get Default() {\n    return Default$b;\n  }\n  static get DefaultType() {\n    return DefaultType$b;\n  }\n  static get NAME() {\n    return NAME$c;\n  }\n\n  // Public\n  next() {\n    this._slide(ORDER_NEXT);\n  }\n  nextWhenVisible() {\n    // FIXME TODO use `document.visibilityState`\n    // Don't call next when the page isn't visible\n    // or the carousel or its parent isn't visible\n    if (!document.hidden && isVisible(this._element)) {\n      this.next();\n    }\n  }\n  prev() {\n    this._slide(ORDER_PREV);\n  }\n  pause() {\n    if (this._isSliding) {\n      triggerTransitionEnd(this._element);\n    }\n    this._clearInterval();\n  }\n  cycle() {\n    this._clearInterval();\n    this._updateInterval();\n    this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n  }\n  _maybeEnableCycle() {\n    if (!this._config.ride) {\n      return;\n    }\n    if (this._isSliding) {\n      EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n      return;\n    }\n    this.cycle();\n  }\n  to(index) {\n    const items = this._getItems();\n    if (index > items.length - 1 || index < 0) {\n      return;\n    }\n    if (this._isSliding) {\n      EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n      return;\n    }\n    const activeIndex = this._getItemIndex(this._getActive());\n    if (activeIndex === index) {\n      return;\n    }\n    const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n    this._slide(order, items[index]);\n  }\n  dispose() {\n    if (this._swipeHelper) {\n      this._swipeHelper.dispose();\n    }\n    super.dispose();\n  }\n\n  // Private\n  _configAfterMerge(config) {\n    config.defaultInterval = config.interval;\n    return config;\n  }\n  _addEventListeners() {\n    if (this._config.keyboard) {\n      EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n    }\n    if (this._config.pause === 'hover') {\n      EventHandler.on(this._element, EVENT_MOUSEENTER$1, () => this.pause());\n      EventHandler.on(this._element, EVENT_MOUSELEAVE$1, () => this._maybeEnableCycle());\n    }\n    if (this._config.touch && Swipe.isSupported()) {\n      this._addTouchEventListeners();\n    }\n  }\n  _addTouchEventListeners() {\n    for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n      EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault());\n    }\n    const endCallBack = () => {\n      if (this._config.pause !== 'hover') {\n        return;\n      }\n\n      // If it's a touch-enabled device, mouseenter/leave are fired as\n      // part of the mouse compatibility events on first tap - the carousel\n      // would stop cycling until user tapped out of it;\n      // here, we listen for touchend, explicitly pause the carousel\n      // (as if it's the second time we tap on it, mouseenter compat event\n      // is NOT fired) and after a timeout (to allow for mouse compatibility\n      // events to fire) we explicitly restart cycling\n\n      this.pause();\n      if (this.touchTimeout) {\n        clearTimeout(this.touchTimeout);\n      }\n      this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n    };\n    const swipeConfig = {\n      leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n      rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n      endCallback: endCallBack\n    };\n    this._swipeHelper = new Swipe(this._element, swipeConfig);\n  }\n  _keydown(event) {\n    if (/input|textarea/i.test(event.target.tagName)) {\n      return;\n    }\n    const direction = KEY_TO_DIRECTION[event.key];\n    if (direction) {\n      event.preventDefault();\n      this._slide(this._directionToOrder(direction));\n    }\n  }\n  _getItemIndex(element) {\n    return this._getItems().indexOf(element);\n  }\n  _setActiveIndicatorElement(index) {\n    if (!this._indicatorsElement) {\n      return;\n    }\n    const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement);\n    activeIndicator.classList.remove(CLASS_NAME_ACTIVE$2);\n    activeIndicator.removeAttribute('aria-current');\n    const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement);\n    if (newActiveIndicator) {\n      newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n      newActiveIndicator.setAttribute('aria-current', 'true');\n    }\n  }\n  _updateInterval() {\n    const element = this._activeElement || this._getActive();\n    if (!element) {\n      return;\n    }\n    const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n    this._config.interval = elementInterval || this._config.defaultInterval;\n  }\n  _slide(order, element = null) {\n    if (this._isSliding) {\n      return;\n    }\n    const activeElement = this._getActive();\n    const isNext = order === ORDER_NEXT;\n    const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n    if (nextElement === activeElement) {\n      return;\n    }\n    const nextElementIndex = this._getItemIndex(nextElement);\n    const triggerEvent = eventName => {\n      return EventHandler.trigger(this._element, eventName, {\n        relatedTarget: nextElement,\n        direction: this._orderToDirection(order),\n        from: this._getItemIndex(activeElement),\n        to: nextElementIndex\n      });\n    };\n    const slideEvent = triggerEvent(EVENT_SLIDE);\n    if (slideEvent.defaultPrevented) {\n      return;\n    }\n    if (!activeElement || !nextElement) {\n      // Some weirdness is happening, so we bail\n      // TODO: change tests that use empty divs to avoid this check\n      return;\n    }\n    const isCycling = Boolean(this._interval);\n    this.pause();\n    this._isSliding = true;\n    this._setActiveIndicatorElement(nextElementIndex);\n    this._activeElement = nextElement;\n    const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END;\n    const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV;\n    nextElement.classList.add(orderClassName);\n    reflow(nextElement);\n    activeElement.classList.add(directionalClassName);\n    nextElement.classList.add(directionalClassName);\n    const completeCallBack = () => {\n      nextElement.classList.remove(directionalClassName, orderClassName);\n      nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n      activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n      this._isSliding = false;\n      triggerEvent(EVENT_SLID);\n    };\n    this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n    if (isCycling) {\n      this.cycle();\n    }\n  }\n  _isAnimated() {\n    return this._element.classList.contains(CLASS_NAME_SLIDE);\n  }\n  _getActive() {\n    return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n  }\n  _getItems() {\n    return SelectorEngine.find(SELECTOR_ITEM, this._element);\n  }\n  _clearInterval() {\n    if (this._interval) {\n      clearInterval(this._interval);\n      this._interval = null;\n    }\n  }\n  _directionToOrder(direction) {\n    if (isRTL()) {\n      return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n    }\n    return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n  }\n  _orderToDirection(order) {\n    if (isRTL()) {\n      return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n    }\n    return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Carousel.getOrCreateInstance(this, config);\n      if (typeof config === 'number') {\n        data.to(config);\n        return;\n      }\n      if (typeof config === 'string') {\n        if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n        data[config]();\n      }\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n  const target = SelectorEngine.getElementFromSelector(this);\n  if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n    return;\n  }\n  event.preventDefault();\n  const carousel = Carousel.getOrCreateInstance(target);\n  const slideIndex = this.getAttribute('data-bs-slide-to');\n  if (slideIndex) {\n    carousel.to(slideIndex);\n    carousel._maybeEnableCycle();\n    return;\n  }\n  if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n    carousel.next();\n    carousel._maybeEnableCycle();\n    return;\n  }\n  carousel.prev();\n  carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n  const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n  for (const carousel of carousels) {\n    Carousel.getOrCreateInstance(carousel);\n  }\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$b = 'collapse';\nconst DATA_KEY$7 = 'bs.collapse';\nconst EVENT_KEY$7 = `.${DATA_KEY$7}`;\nconst DATA_API_KEY$4 = '.data-api';\nconst EVENT_SHOW$6 = `show${EVENT_KEY$7}`;\nconst EVENT_SHOWN$6 = `shown${EVENT_KEY$7}`;\nconst EVENT_HIDE$6 = `hide${EVENT_KEY$7}`;\nconst EVENT_HIDDEN$6 = `hidden${EVENT_KEY$7}`;\nconst EVENT_CLICK_DATA_API$4 = `click${EVENT_KEY$7}${DATA_API_KEY$4}`;\nconst CLASS_NAME_SHOW$7 = 'show';\nconst CLASS_NAME_COLLAPSE = 'collapse';\nconst CLASS_NAME_COLLAPSING = 'collapsing';\nconst CLASS_NAME_COLLAPSED = 'collapsed';\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`;\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal';\nconst WIDTH = 'width';\nconst HEIGHT = 'height';\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing';\nconst SELECTOR_DATA_TOGGLE$4 = '[data-bs-toggle=\"collapse\"]';\nconst Default$a = {\n  parent: null,\n  toggle: true\n};\nconst DefaultType$a = {\n  parent: '(null|element)',\n  toggle: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._isTransitioning = false;\n    this._triggerArray = [];\n    const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE$4);\n    for (const elem of toggleList) {\n      const selector = SelectorEngine.getSelectorFromElement(elem);\n      const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n      if (selector !== null && filterElement.length) {\n        this._triggerArray.push(elem);\n      }\n    }\n    this._initializeChildren();\n    if (!this._config.parent) {\n      this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n    }\n    if (this._config.toggle) {\n      this.toggle();\n    }\n  }\n\n  // Getters\n  static get Default() {\n    return Default$a;\n  }\n  static get DefaultType() {\n    return DefaultType$a;\n  }\n  static get NAME() {\n    return NAME$b;\n  }\n\n  // Public\n  toggle() {\n    if (this._isShown()) {\n      this.hide();\n    } else {\n      this.show();\n    }\n  }\n  show() {\n    if (this._isTransitioning || this._isShown()) {\n      return;\n    }\n    let activeChildren = [];\n\n    // find active children\n    if (this._config.parent) {\n      activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES).filter(element => element !== this._element).map(element => Collapse.getOrCreateInstance(element, {\n        toggle: false\n      }));\n    }\n    if (activeChildren.length && activeChildren[0]._isTransitioning) {\n      return;\n    }\n    const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n    if (startEvent.defaultPrevented) {\n      return;\n    }\n    for (const activeInstance of activeChildren) {\n      activeInstance.hide();\n    }\n    const dimension = this._getDimension();\n    this._element.classList.remove(CLASS_NAME_COLLAPSE);\n    this._element.classList.add(CLASS_NAME_COLLAPSING);\n    this._element.style[dimension] = 0;\n    this._addAriaAndCollapsedClass(this._triggerArray, true);\n    this._isTransitioning = true;\n    const complete = () => {\n      this._isTransitioning = false;\n      this._element.classList.remove(CLASS_NAME_COLLAPSING);\n      this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n      this._element.style[dimension] = '';\n      EventHandler.trigger(this._element, EVENT_SHOWN$6);\n    };\n    const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n    const scrollSize = `scroll${capitalizedDimension}`;\n    this._queueCallback(complete, this._element, true);\n    this._element.style[dimension] = `${this._element[scrollSize]}px`;\n  }\n  hide() {\n    if (this._isTransitioning || !this._isShown()) {\n      return;\n    }\n    const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n    if (startEvent.defaultPrevented) {\n      return;\n    }\n    const dimension = this._getDimension();\n    this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n    reflow(this._element);\n    this._element.classList.add(CLASS_NAME_COLLAPSING);\n    this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n    for (const trigger of this._triggerArray) {\n      const element = SelectorEngine.getElementFromSelector(trigger);\n      if (element && !this._isShown(element)) {\n        this._addAriaAndCollapsedClass([trigger], false);\n      }\n    }\n    this._isTransitioning = true;\n    const complete = () => {\n      this._isTransitioning = false;\n      this._element.classList.remove(CLASS_NAME_COLLAPSING);\n      this._element.classList.add(CLASS_NAME_COLLAPSE);\n      EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n    };\n    this._element.style[dimension] = '';\n    this._queueCallback(complete, this._element, true);\n  }\n  _isShown(element = this._element) {\n    return element.classList.contains(CLASS_NAME_SHOW$7);\n  }\n\n  // Private\n  _configAfterMerge(config) {\n    config.toggle = Boolean(config.toggle); // Coerce string values\n    config.parent = getElement(config.parent);\n    return config;\n  }\n  _getDimension() {\n    return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n  }\n  _initializeChildren() {\n    if (!this._config.parent) {\n      return;\n    }\n    const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n    for (const element of children) {\n      const selected = SelectorEngine.getElementFromSelector(element);\n      if (selected) {\n        this._addAriaAndCollapsedClass([element], this._isShown(selected));\n      }\n    }\n  }\n  _getFirstLevelChildren(selector) {\n    const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent);\n    // remove children if greater depth\n    return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n  }\n  _addAriaAndCollapsedClass(triggerArray, isOpen) {\n    if (!triggerArray.length) {\n      return;\n    }\n    for (const element of triggerArray) {\n      element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n      element.setAttribute('aria-expanded', isOpen);\n    }\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    const _config = {};\n    if (typeof config === 'string' && /show|hide/.test(config)) {\n      _config.toggle = false;\n    }\n    return this.each(function () {\n      const data = Collapse.getOrCreateInstance(this, _config);\n      if (typeof config === 'string') {\n        if (typeof data[config] === 'undefined') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n        data[config]();\n      }\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n  // preventDefault only for <a> elements (which change the URL) not inside the collapsible element\n  if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n    event.preventDefault();\n  }\n  for (const element of SelectorEngine.getMultipleElementsFromSelector(this)) {\n    Collapse.getOrCreateInstance(element, {\n      toggle: false\n    }).toggle();\n  }\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$a = 'dropdown';\nconst DATA_KEY$6 = 'bs.dropdown';\nconst EVENT_KEY$6 = `.${DATA_KEY$6}`;\nconst DATA_API_KEY$3 = '.data-api';\nconst ESCAPE_KEY$2 = 'Escape';\nconst TAB_KEY$1 = 'Tab';\nconst ARROW_UP_KEY$1 = 'ArrowUp';\nconst ARROW_DOWN_KEY$1 = 'ArrowDown';\nconst RIGHT_MOUSE_BUTTON = 2; // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE$5 = `hide${EVENT_KEY$6}`;\nconst EVENT_HIDDEN$5 = `hidden${EVENT_KEY$6}`;\nconst EVENT_SHOW$5 = `show${EVENT_KEY$6}`;\nconst EVENT_SHOWN$5 = `shown${EVENT_KEY$6}`;\nconst EVENT_CLICK_DATA_API$3 = `click${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst CLASS_NAME_SHOW$6 = 'show';\nconst CLASS_NAME_DROPUP = 'dropup';\nconst CLASS_NAME_DROPEND = 'dropend';\nconst CLASS_NAME_DROPSTART = 'dropstart';\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center';\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center';\nconst SELECTOR_DATA_TOGGLE$3 = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)';\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE$3}.${CLASS_NAME_SHOW$6}`;\nconst SELECTOR_MENU = '.dropdown-menu';\nconst SELECTOR_NAVBAR = '.navbar';\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav';\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)';\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start';\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end';\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start';\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end';\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start';\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start';\nconst PLACEMENT_TOPCENTER = 'top';\nconst PLACEMENT_BOTTOMCENTER = 'bottom';\nconst Default$9 = {\n  autoClose: true,\n  boundary: 'clippingParents',\n  display: 'dynamic',\n  offset: [0, 2],\n  popperConfig: null,\n  reference: 'toggle'\n};\nconst DefaultType$9 = {\n  autoClose: '(boolean|string)',\n  boundary: '(string|element)',\n  display: 'string',\n  offset: '(array|string|function)',\n  popperConfig: '(null|object|function)',\n  reference: '(string|element|object)'\n};\n\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._popper = null;\n    this._parent = this._element.parentNode; // dropdown wrapper\n    // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n    this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] || SelectorEngine.prev(this._element, SELECTOR_MENU)[0] || SelectorEngine.findOne(SELECTOR_MENU, this._parent);\n    this._inNavbar = this._detectNavbar();\n  }\n\n  // Getters\n  static get Default() {\n    return Default$9;\n  }\n  static get DefaultType() {\n    return DefaultType$9;\n  }\n  static get NAME() {\n    return NAME$a;\n  }\n\n  // Public\n  toggle() {\n    return this._isShown() ? this.hide() : this.show();\n  }\n  show() {\n    if (isDisabled(this._element) || this._isShown()) {\n      return;\n    }\n    const relatedTarget = {\n      relatedTarget: this._element\n    };\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n    this._createPopper();\n\n    // If this is a touch-enabled device we add extra\n    // empty mouseover listeners to the body's immediate children;\n    // only needed because of broken event delegation on iOS\n    // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n    if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.on(element, 'mouseover', noop);\n      }\n    }\n    this._element.focus();\n    this._element.setAttribute('aria-expanded', true);\n    this._menu.classList.add(CLASS_NAME_SHOW$6);\n    this._element.classList.add(CLASS_NAME_SHOW$6);\n    EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n  }\n  hide() {\n    if (isDisabled(this._element) || !this._isShown()) {\n      return;\n    }\n    const relatedTarget = {\n      relatedTarget: this._element\n    };\n    this._completeHide(relatedTarget);\n  }\n  dispose() {\n    if (this._popper) {\n      this._popper.destroy();\n    }\n    super.dispose();\n  }\n  update() {\n    this._inNavbar = this._detectNavbar();\n    if (this._popper) {\n      this._popper.update();\n    }\n  }\n\n  // Private\n  _completeHide(relatedTarget) {\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    // If this is a touch-enabled device we remove the extra\n    // empty mouseover listeners we added for iOS support\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.off(element, 'mouseover', noop);\n      }\n    }\n    if (this._popper) {\n      this._popper.destroy();\n    }\n    this._menu.classList.remove(CLASS_NAME_SHOW$6);\n    this._element.classList.remove(CLASS_NAME_SHOW$6);\n    this._element.setAttribute('aria-expanded', 'false');\n    Manipulator.removeDataAttribute(this._menu, 'popper');\n    EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n  }\n  _getConfig(config) {\n    config = super._getConfig(config);\n    if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n      // Popper virtual elements require a getBoundingClientRect method\n      throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n    }\n    return config;\n  }\n  _createPopper() {\n    if (typeof Popper === 'undefined') {\n      throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n    }\n    let referenceElement = this._element;\n    if (this._config.reference === 'parent') {\n      referenceElement = this._parent;\n    } else if (isElement(this._config.reference)) {\n      referenceElement = getElement(this._config.reference);\n    } else if (typeof this._config.reference === 'object') {\n      referenceElement = this._config.reference;\n    }\n    const popperConfig = this._getPopperConfig();\n    this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n  }\n  _isShown() {\n    return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n  }\n  _getPlacement() {\n    const parentDropdown = this._parent;\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n      return PLACEMENT_RIGHT;\n    }\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n      return PLACEMENT_LEFT;\n    }\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n      return PLACEMENT_TOPCENTER;\n    }\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n      return PLACEMENT_BOTTOMCENTER;\n    }\n\n    // We need to trim the value because custom properties can also include spaces\n    const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n      return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n    }\n    return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n  }\n  _detectNavbar() {\n    return this._element.closest(SELECTOR_NAVBAR) !== null;\n  }\n  _getOffset() {\n    const {\n      offset\n    } = this._config;\n    if (typeof offset === 'string') {\n      return offset.split(',').map(value => Number.parseInt(value, 10));\n    }\n    if (typeof offset === 'function') {\n      return popperData => offset(popperData, this._element);\n    }\n    return offset;\n  }\n  _getPopperConfig() {\n    const defaultBsPopperConfig = {\n      placement: this._getPlacement(),\n      modifiers: [{\n        name: 'preventOverflow',\n        options: {\n          boundary: this._config.boundary\n        }\n      }, {\n        name: 'offset',\n        options: {\n          offset: this._getOffset()\n        }\n      }]\n    };\n\n    // Disable Popper if we have a static display or Dropdown is in Navbar\n    if (this._inNavbar || this._config.display === 'static') {\n      Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // TODO: v6 remove\n      defaultBsPopperConfig.modifiers = [{\n        name: 'applyStyles',\n        enabled: false\n      }];\n    }\n    return {\n      ...defaultBsPopperConfig,\n      ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n    };\n  }\n  _selectMenuItem({\n    key,\n    target\n  }) {\n    const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n    if (!items.length) {\n      return;\n    }\n\n    // if target isn't included in items (e.g. when expanding the dropdown)\n    // allow cycling to get the last item in case key equals ARROW_UP_KEY\n    getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Dropdown.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config]();\n    });\n  }\n  static clearMenus(event) {\n    if (event.button === RIGHT_MOUSE_BUTTON || event.type === 'keyup' && event.key !== TAB_KEY$1) {\n      return;\n    }\n    const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n    for (const toggle of openToggles) {\n      const context = Dropdown.getInstance(toggle);\n      if (!context || context._config.autoClose === false) {\n        continue;\n      }\n      const composedPath = event.composedPath();\n      const isMenuTarget = composedPath.includes(context._menu);\n      if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n        continue;\n      }\n\n      // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n      if (context._menu.contains(event.target) && (event.type === 'keyup' && event.key === TAB_KEY$1 || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n        continue;\n      }\n      const relatedTarget = {\n        relatedTarget: context._element\n      };\n      if (event.type === 'click') {\n        relatedTarget.clickEvent = event;\n      }\n      context._completeHide(relatedTarget);\n    }\n  }\n  static dataApiKeydownHandler(event) {\n    // If not an UP | DOWN | ESCAPE key => not a dropdown command\n    // If input/textarea && if key is other than ESCAPE => not a dropdown command\n\n    const isInput = /input|textarea/i.test(event.target.tagName);\n    const isEscapeEvent = event.key === ESCAPE_KEY$2;\n    const isUpOrDownEvent = [ARROW_UP_KEY$1, ARROW_DOWN_KEY$1].includes(event.key);\n    if (!isUpOrDownEvent && !isEscapeEvent) {\n      return;\n    }\n    if (isInput && !isEscapeEvent) {\n      return;\n    }\n    event.preventDefault();\n\n    // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n    const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE$3) ? this : SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.next(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.findOne(SELECTOR_DATA_TOGGLE$3, event.delegateTarget.parentNode);\n    const instance = Dropdown.getOrCreateInstance(getToggleButton);\n    if (isUpOrDownEvent) {\n      event.stopPropagation();\n      instance.show();\n      instance._selectMenuItem(event);\n      return;\n    }\n    if (instance._isShown()) {\n      // else is escape and we check if it is shown\n      event.stopPropagation();\n      instance.hide();\n      getToggleButton.focus();\n    }\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE$3, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, SELECTOR_DATA_TOGGLE$3, function (event) {\n  event.preventDefault();\n  Dropdown.getOrCreateInstance(this).toggle();\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$9 = 'backdrop';\nconst CLASS_NAME_FADE$4 = 'fade';\nconst CLASS_NAME_SHOW$5 = 'show';\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME$9}`;\nconst Default$8 = {\n  className: 'modal-backdrop',\n  clickCallback: null,\n  isAnimated: false,\n  isVisible: true,\n  // if false, we use the backdrop helper without adding any element to the dom\n  rootElement: 'body' // give the choice to place backdrop under different elements\n};\nconst DefaultType$8 = {\n  className: 'string',\n  clickCallback: '(function|null)',\n  isAnimated: 'boolean',\n  isVisible: 'boolean',\n  rootElement: '(element|string)'\n};\n\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n    this._isAppended = false;\n    this._element = null;\n  }\n\n  // Getters\n  static get Default() {\n    return Default$8;\n  }\n  static get DefaultType() {\n    return DefaultType$8;\n  }\n  static get NAME() {\n    return NAME$9;\n  }\n\n  // Public\n  show(callback) {\n    if (!this._config.isVisible) {\n      execute(callback);\n      return;\n    }\n    this._append();\n    const element = this._getElement();\n    if (this._config.isAnimated) {\n      reflow(element);\n    }\n    element.classList.add(CLASS_NAME_SHOW$5);\n    this._emulateAnimation(() => {\n      execute(callback);\n    });\n  }\n  hide(callback) {\n    if (!this._config.isVisible) {\n      execute(callback);\n      return;\n    }\n    this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n    this._emulateAnimation(() => {\n      this.dispose();\n      execute(callback);\n    });\n  }\n  dispose() {\n    if (!this._isAppended) {\n      return;\n    }\n    EventHandler.off(this._element, EVENT_MOUSEDOWN);\n    this._element.remove();\n    this._isAppended = false;\n  }\n\n  // Private\n  _getElement() {\n    if (!this._element) {\n      const backdrop = document.createElement('div');\n      backdrop.className = this._config.className;\n      if (this._config.isAnimated) {\n        backdrop.classList.add(CLASS_NAME_FADE$4);\n      }\n      this._element = backdrop;\n    }\n    return this._element;\n  }\n  _configAfterMerge(config) {\n    // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n    config.rootElement = getElement(config.rootElement);\n    return config;\n  }\n  _append() {\n    if (this._isAppended) {\n      return;\n    }\n    const element = this._getElement();\n    this._config.rootElement.append(element);\n    EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n      execute(this._config.clickCallback);\n    });\n    this._isAppended = true;\n  }\n  _emulateAnimation(callback) {\n    executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$8 = 'focustrap';\nconst DATA_KEY$5 = 'bs.focustrap';\nconst EVENT_KEY$5 = `.${DATA_KEY$5}`;\nconst EVENT_FOCUSIN$2 = `focusin${EVENT_KEY$5}`;\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY$5}`;\nconst TAB_KEY = 'Tab';\nconst TAB_NAV_FORWARD = 'forward';\nconst TAB_NAV_BACKWARD = 'backward';\nconst Default$7 = {\n  autofocus: true,\n  trapElement: null // The element to trap focus inside of\n};\nconst DefaultType$7 = {\n  autofocus: 'boolean',\n  trapElement: 'element'\n};\n\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n    this._isActive = false;\n    this._lastTabNavDirection = null;\n  }\n\n  // Getters\n  static get Default() {\n    return Default$7;\n  }\n  static get DefaultType() {\n    return DefaultType$7;\n  }\n  static get NAME() {\n    return NAME$8;\n  }\n\n  // Public\n  activate() {\n    if (this._isActive) {\n      return;\n    }\n    if (this._config.autofocus) {\n      this._config.trapElement.focus();\n    }\n    EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n    EventHandler.on(document, EVENT_FOCUSIN$2, event => this._handleFocusin(event));\n    EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event));\n    this._isActive = true;\n  }\n  deactivate() {\n    if (!this._isActive) {\n      return;\n    }\n    this._isActive = false;\n    EventHandler.off(document, EVENT_KEY$5);\n  }\n\n  // Private\n  _handleFocusin(event) {\n    const {\n      trapElement\n    } = this._config;\n    if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n      return;\n    }\n    const elements = SelectorEngine.focusableChildren(trapElement);\n    if (elements.length === 0) {\n      trapElement.focus();\n    } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n      elements[elements.length - 1].focus();\n    } else {\n      elements[0].focus();\n    }\n  }\n  _handleKeydown(event) {\n    if (event.key !== TAB_KEY) {\n      return;\n    }\n    this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top';\nconst SELECTOR_STICKY_CONTENT = '.sticky-top';\nconst PROPERTY_PADDING = 'padding-right';\nconst PROPERTY_MARGIN = 'margin-right';\n\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n  constructor() {\n    this._element = document.body;\n  }\n\n  // Public\n  getWidth() {\n    // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n    const documentWidth = document.documentElement.clientWidth;\n    return Math.abs(window.innerWidth - documentWidth);\n  }\n  hide() {\n    const width = this.getWidth();\n    this._disableOverFlow();\n    // give padding to element to balance the hidden scrollbar width\n    this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n    // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n    this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n    this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n  }\n  reset() {\n    this._resetElementAttributes(this._element, 'overflow');\n    this._resetElementAttributes(this._element, PROPERTY_PADDING);\n    this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n    this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n  }\n  isOverflowing() {\n    return this.getWidth() > 0;\n  }\n\n  // Private\n  _disableOverFlow() {\n    this._saveInitialAttribute(this._element, 'overflow');\n    this._element.style.overflow = 'hidden';\n  }\n  _setElementAttributes(selector, styleProperty, callback) {\n    const scrollbarWidth = this.getWidth();\n    const manipulationCallBack = element => {\n      if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n        return;\n      }\n      this._saveInitialAttribute(element, styleProperty);\n      const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n      element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n    };\n    this._applyManipulationCallback(selector, manipulationCallBack);\n  }\n  _saveInitialAttribute(element, styleProperty) {\n    const actualValue = element.style.getPropertyValue(styleProperty);\n    if (actualValue) {\n      Manipulator.setDataAttribute(element, styleProperty, actualValue);\n    }\n  }\n  _resetElementAttributes(selector, styleProperty) {\n    const manipulationCallBack = element => {\n      const value = Manipulator.getDataAttribute(element, styleProperty);\n      // We only want to remove the property if the value is `null`; the value can also be zero\n      if (value === null) {\n        element.style.removeProperty(styleProperty);\n        return;\n      }\n      Manipulator.removeDataAttribute(element, styleProperty);\n      element.style.setProperty(styleProperty, value);\n    };\n    this._applyManipulationCallback(selector, manipulationCallBack);\n  }\n  _applyManipulationCallback(selector, callBack) {\n    if (isElement(selector)) {\n      callBack(selector);\n      return;\n    }\n    for (const sel of SelectorEngine.find(selector, this._element)) {\n      callBack(sel);\n    }\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$7 = 'modal';\nconst DATA_KEY$4 = 'bs.modal';\nconst EVENT_KEY$4 = `.${DATA_KEY$4}`;\nconst DATA_API_KEY$2 = '.data-api';\nconst ESCAPE_KEY$1 = 'Escape';\nconst EVENT_HIDE$4 = `hide${EVENT_KEY$4}`;\nconst EVENT_HIDE_PREVENTED$1 = `hidePrevented${EVENT_KEY$4}`;\nconst EVENT_HIDDEN$4 = `hidden${EVENT_KEY$4}`;\nconst EVENT_SHOW$4 = `show${EVENT_KEY$4}`;\nconst EVENT_SHOWN$4 = `shown${EVENT_KEY$4}`;\nconst EVENT_RESIZE$1 = `resize${EVENT_KEY$4}`;\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY$4}`;\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY$4}`;\nconst EVENT_KEYDOWN_DISMISS$1 = `keydown.dismiss${EVENT_KEY$4}`;\nconst EVENT_CLICK_DATA_API$2 = `click${EVENT_KEY$4}${DATA_API_KEY$2}`;\nconst CLASS_NAME_OPEN = 'modal-open';\nconst CLASS_NAME_FADE$3 = 'fade';\nconst CLASS_NAME_SHOW$4 = 'show';\nconst CLASS_NAME_STATIC = 'modal-static';\nconst OPEN_SELECTOR$1 = '.modal.show';\nconst SELECTOR_DIALOG = '.modal-dialog';\nconst SELECTOR_MODAL_BODY = '.modal-body';\nconst SELECTOR_DATA_TOGGLE$2 = '[data-bs-toggle=\"modal\"]';\nconst Default$6 = {\n  backdrop: true,\n  focus: true,\n  keyboard: true\n};\nconst DefaultType$6 = {\n  backdrop: '(boolean|string)',\n  focus: 'boolean',\n  keyboard: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element);\n    this._backdrop = this._initializeBackDrop();\n    this._focustrap = this._initializeFocusTrap();\n    this._isShown = false;\n    this._isTransitioning = false;\n    this._scrollBar = new ScrollBarHelper();\n    this._addEventListeners();\n  }\n\n  // Getters\n  static get Default() {\n    return Default$6;\n  }\n  static get DefaultType() {\n    return DefaultType$6;\n  }\n  static get NAME() {\n    return NAME$7;\n  }\n\n  // Public\n  toggle(relatedTarget) {\n    return this._isShown ? this.hide() : this.show(relatedTarget);\n  }\n  show(relatedTarget) {\n    if (this._isShown || this._isTransitioning) {\n      return;\n    }\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n      relatedTarget\n    });\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n    this._isShown = true;\n    this._isTransitioning = true;\n    this._scrollBar.hide();\n    document.body.classList.add(CLASS_NAME_OPEN);\n    this._adjustDialog();\n    this._backdrop.show(() => this._showElement(relatedTarget));\n  }\n  hide() {\n    if (!this._isShown || this._isTransitioning) {\n      return;\n    }\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n    this._isShown = false;\n    this._isTransitioning = true;\n    this._focustrap.deactivate();\n    this._element.classList.remove(CLASS_NAME_SHOW$4);\n    this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n  }\n  dispose() {\n    EventHandler.off(window, EVENT_KEY$4);\n    EventHandler.off(this._dialog, EVENT_KEY$4);\n    this._backdrop.dispose();\n    this._focustrap.deactivate();\n    super.dispose();\n  }\n  handleUpdate() {\n    this._adjustDialog();\n  }\n\n  // Private\n  _initializeBackDrop() {\n    return new Backdrop({\n      isVisible: Boolean(this._config.backdrop),\n      // 'static' option will be translated to true, and booleans will keep their value,\n      isAnimated: this._isAnimated()\n    });\n  }\n  _initializeFocusTrap() {\n    return new FocusTrap({\n      trapElement: this._element\n    });\n  }\n  _showElement(relatedTarget) {\n    // try to append dynamic modal\n    if (!document.body.contains(this._element)) {\n      document.body.append(this._element);\n    }\n    this._element.style.display = 'block';\n    this._element.removeAttribute('aria-hidden');\n    this._element.setAttribute('aria-modal', true);\n    this._element.setAttribute('role', 'dialog');\n    this._element.scrollTop = 0;\n    const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n    if (modalBody) {\n      modalBody.scrollTop = 0;\n    }\n    reflow(this._element);\n    this._element.classList.add(CLASS_NAME_SHOW$4);\n    const transitionComplete = () => {\n      if (this._config.focus) {\n        this._focustrap.activate();\n      }\n      this._isTransitioning = false;\n      EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n        relatedTarget\n      });\n    };\n    this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n  }\n  _addEventListeners() {\n    EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n      if (event.key !== ESCAPE_KEY$1) {\n        return;\n      }\n      if (this._config.keyboard) {\n        this.hide();\n        return;\n      }\n      this._triggerBackdropTransition();\n    });\n    EventHandler.on(window, EVENT_RESIZE$1, () => {\n      if (this._isShown && !this._isTransitioning) {\n        this._adjustDialog();\n      }\n    });\n    EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n      // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n      EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n        if (this._element !== event.target || this._element !== event2.target) {\n          return;\n        }\n        if (this._config.backdrop === 'static') {\n          this._triggerBackdropTransition();\n          return;\n        }\n        if (this._config.backdrop) {\n          this.hide();\n        }\n      });\n    });\n  }\n  _hideModal() {\n    this._element.style.display = 'none';\n    this._element.setAttribute('aria-hidden', true);\n    this._element.removeAttribute('aria-modal');\n    this._element.removeAttribute('role');\n    this._isTransitioning = false;\n    this._backdrop.hide(() => {\n      document.body.classList.remove(CLASS_NAME_OPEN);\n      this._resetAdjustments();\n      this._scrollBar.reset();\n      EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n    });\n  }\n  _isAnimated() {\n    return this._element.classList.contains(CLASS_NAME_FADE$3);\n  }\n  _triggerBackdropTransition() {\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n    const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n    const initialOverflowY = this._element.style.overflowY;\n    // return if the following background transition hasn't yet completed\n    if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n      return;\n    }\n    if (!isModalOverflowing) {\n      this._element.style.overflowY = 'hidden';\n    }\n    this._element.classList.add(CLASS_NAME_STATIC);\n    this._queueCallback(() => {\n      this._element.classList.remove(CLASS_NAME_STATIC);\n      this._queueCallback(() => {\n        this._element.style.overflowY = initialOverflowY;\n      }, this._dialog);\n    }, this._dialog);\n    this._element.focus();\n  }\n\n  /**\n   * The following methods are used to handle overflowing modals\n   */\n\n  _adjustDialog() {\n    const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n    const scrollbarWidth = this._scrollBar.getWidth();\n    const isBodyOverflowing = scrollbarWidth > 0;\n    if (isBodyOverflowing && !isModalOverflowing) {\n      const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n      this._element.style[property] = `${scrollbarWidth}px`;\n    }\n    if (!isBodyOverflowing && isModalOverflowing) {\n      const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n      this._element.style[property] = `${scrollbarWidth}px`;\n    }\n  }\n  _resetAdjustments() {\n    this._element.style.paddingLeft = '';\n    this._element.style.paddingRight = '';\n  }\n\n  // Static\n  static jQueryInterface(config, relatedTarget) {\n    return this.each(function () {\n      const data = Modal.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config](relatedTarget);\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n  const target = SelectorEngine.getElementFromSelector(this);\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n  EventHandler.one(target, EVENT_SHOW$4, showEvent => {\n    if (showEvent.defaultPrevented) {\n      // only register focus restorer if modal will actually get shown\n      return;\n    }\n    EventHandler.one(target, EVENT_HIDDEN$4, () => {\n      if (isVisible(this)) {\n        this.focus();\n      }\n    });\n  });\n\n  // avoid conflict when clicking modal toggler while another one is open\n  const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n  if (alreadyOpen) {\n    Modal.getInstance(alreadyOpen).hide();\n  }\n  const data = Modal.getOrCreateInstance(target);\n  data.toggle(this);\n});\nenableDismissTrigger(Modal);\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$6 = 'offcanvas';\nconst DATA_KEY$3 = 'bs.offcanvas';\nconst EVENT_KEY$3 = `.${DATA_KEY$3}`;\nconst DATA_API_KEY$1 = '.data-api';\nconst EVENT_LOAD_DATA_API$2 = `load${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst ESCAPE_KEY = 'Escape';\nconst CLASS_NAME_SHOW$3 = 'show';\nconst CLASS_NAME_SHOWING$1 = 'showing';\nconst CLASS_NAME_HIDING = 'hiding';\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop';\nconst OPEN_SELECTOR = '.offcanvas.show';\nconst EVENT_SHOW$3 = `show${EVENT_KEY$3}`;\nconst EVENT_SHOWN$3 = `shown${EVENT_KEY$3}`;\nconst EVENT_HIDE$3 = `hide${EVENT_KEY$3}`;\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY$3}`;\nconst EVENT_HIDDEN$3 = `hidden${EVENT_KEY$3}`;\nconst EVENT_RESIZE = `resize${EVENT_KEY$3}`;\nconst EVENT_CLICK_DATA_API$1 = `click${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY$3}`;\nconst SELECTOR_DATA_TOGGLE$1 = '[data-bs-toggle=\"offcanvas\"]';\nconst Default$5 = {\n  backdrop: true,\n  keyboard: true,\n  scroll: false\n};\nconst DefaultType$5 = {\n  backdrop: '(boolean|string)',\n  keyboard: 'boolean',\n  scroll: 'boolean'\n};\n\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._isShown = false;\n    this._backdrop = this._initializeBackDrop();\n    this._focustrap = this._initializeFocusTrap();\n    this._addEventListeners();\n  }\n\n  // Getters\n  static get Default() {\n    return Default$5;\n  }\n  static get DefaultType() {\n    return DefaultType$5;\n  }\n  static get NAME() {\n    return NAME$6;\n  }\n\n  // Public\n  toggle(relatedTarget) {\n    return this._isShown ? this.hide() : this.show(relatedTarget);\n  }\n  show(relatedTarget) {\n    if (this._isShown) {\n      return;\n    }\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n      relatedTarget\n    });\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n    this._isShown = true;\n    this._backdrop.show();\n    if (!this._config.scroll) {\n      new ScrollBarHelper().hide();\n    }\n    this._element.setAttribute('aria-modal', true);\n    this._element.setAttribute('role', 'dialog');\n    this._element.classList.add(CLASS_NAME_SHOWING$1);\n    const completeCallBack = () => {\n      if (!this._config.scroll || this._config.backdrop) {\n        this._focustrap.activate();\n      }\n      this._element.classList.add(CLASS_NAME_SHOW$3);\n      this._element.classList.remove(CLASS_NAME_SHOWING$1);\n      EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n        relatedTarget\n      });\n    };\n    this._queueCallback(completeCallBack, this._element, true);\n  }\n  hide() {\n    if (!this._isShown) {\n      return;\n    }\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n    this._focustrap.deactivate();\n    this._element.blur();\n    this._isShown = false;\n    this._element.classList.add(CLASS_NAME_HIDING);\n    this._backdrop.hide();\n    const completeCallback = () => {\n      this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n      this._element.removeAttribute('aria-modal');\n      this._element.removeAttribute('role');\n      if (!this._config.scroll) {\n        new ScrollBarHelper().reset();\n      }\n      EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n    };\n    this._queueCallback(completeCallback, this._element, true);\n  }\n  dispose() {\n    this._backdrop.dispose();\n    this._focustrap.deactivate();\n    super.dispose();\n  }\n\n  // Private\n  _initializeBackDrop() {\n    const clickCallback = () => {\n      if (this._config.backdrop === 'static') {\n        EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n        return;\n      }\n      this.hide();\n    };\n\n    // 'static' option will be translated to true, and booleans will keep their value\n    const isVisible = Boolean(this._config.backdrop);\n    return new Backdrop({\n      className: CLASS_NAME_BACKDROP,\n      isVisible,\n      isAnimated: true,\n      rootElement: this._element.parentNode,\n      clickCallback: isVisible ? clickCallback : null\n    });\n  }\n  _initializeFocusTrap() {\n    return new FocusTrap({\n      trapElement: this._element\n    });\n  }\n  _addEventListeners() {\n    EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n      if (event.key !== ESCAPE_KEY) {\n        return;\n      }\n      if (this._config.keyboard) {\n        this.hide();\n        return;\n      }\n      EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n    });\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Offcanvas.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config](this);\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n  const target = SelectorEngine.getElementFromSelector(this);\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n  if (isDisabled(this)) {\n    return;\n  }\n  EventHandler.one(target, EVENT_HIDDEN$3, () => {\n    // focus on trigger when it is closed\n    if (isVisible(this)) {\n      this.focus();\n    }\n  });\n\n  // avoid conflict when clicking a toggler of an offcanvas, while another is open\n  const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n  if (alreadyOpen && alreadyOpen !== target) {\n    Offcanvas.getInstance(alreadyOpen).hide();\n  }\n  const data = Offcanvas.getOrCreateInstance(target);\n  data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n  for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n    Offcanvas.getOrCreateInstance(selector).show();\n  }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n  for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n    if (getComputedStyle(element).position !== 'fixed') {\n      Offcanvas.getOrCreateInstance(element).hide();\n    }\n  }\n});\nenableDismissTrigger(Offcanvas);\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n// js-docs-start allow-list\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\nconst DefaultAllowlist = {\n  // Global attributes allowed on any supplied element below.\n  '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n  a: ['target', 'href', 'title', 'rel'],\n  area: [],\n  b: [],\n  br: [],\n  col: [],\n  code: [],\n  dd: [],\n  div: [],\n  dl: [],\n  dt: [],\n  em: [],\n  hr: [],\n  h1: [],\n  h2: [],\n  h3: [],\n  h4: [],\n  h5: [],\n  h6: [],\n  i: [],\n  img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n  li: [],\n  ol: [],\n  p: [],\n  pre: [],\n  s: [],\n  small: [],\n  span: [],\n  sub: [],\n  sup: [],\n  strong: [],\n  u: [],\n  ul: []\n};\n// js-docs-end allow-list\n\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\n\n/**\n * A pattern that recognizes URLs that are safe wrt. XSS in URL navigation\n * contexts.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/15.2.8/packages/core/src/sanitization/url_sanitizer.ts#L38\n */\n// eslint-disable-next-line unicorn/better-regex\nconst SAFE_URL_PATTERN = /^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i;\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n  const attributeName = attribute.nodeName.toLowerCase();\n  if (allowedAttributeList.includes(attributeName)) {\n    if (uriAttributes.has(attributeName)) {\n      return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue));\n    }\n    return true;\n  }\n\n  // Check if a regular expression validates the attribute.\n  return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n  if (!unsafeHtml.length) {\n    return unsafeHtml;\n  }\n  if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n    return sanitizeFunction(unsafeHtml);\n  }\n  const domParser = new window.DOMParser();\n  const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n  const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n  for (const element of elements) {\n    const elementName = element.nodeName.toLowerCase();\n    if (!Object.keys(allowList).includes(elementName)) {\n      element.remove();\n      continue;\n    }\n    const attributeList = [].concat(...element.attributes);\n    const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n    for (const attribute of attributeList) {\n      if (!allowedAttribute(attribute, allowedAttributes)) {\n        element.removeAttribute(attribute.nodeName);\n      }\n    }\n  }\n  return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$5 = 'TemplateFactory';\nconst Default$4 = {\n  allowList: DefaultAllowlist,\n  content: {},\n  // { selector : text ,  selector2 : text2 , }\n  extraClass: '',\n  html: false,\n  sanitize: true,\n  sanitizeFn: null,\n  template: '<div></div>'\n};\nconst DefaultType$4 = {\n  allowList: 'object',\n  content: 'object',\n  extraClass: '(string|function)',\n  html: 'boolean',\n  sanitize: 'boolean',\n  sanitizeFn: '(null|function)',\n  template: 'string'\n};\nconst DefaultContentType = {\n  entry: '(string|element|function|null)',\n  selector: '(string|element)'\n};\n\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n  }\n\n  // Getters\n  static get Default() {\n    return Default$4;\n  }\n  static get DefaultType() {\n    return DefaultType$4;\n  }\n  static get NAME() {\n    return NAME$5;\n  }\n\n  // Public\n  getContent() {\n    return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n  }\n  hasContent() {\n    return this.getContent().length > 0;\n  }\n  changeContent(content) {\n    this._checkContent(content);\n    this._config.content = {\n      ...this._config.content,\n      ...content\n    };\n    return this;\n  }\n  toHtml() {\n    const templateWrapper = document.createElement('div');\n    templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n    for (const [selector, text] of Object.entries(this._config.content)) {\n      this._setContent(templateWrapper, text, selector);\n    }\n    const template = templateWrapper.children[0];\n    const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n    if (extraClass) {\n      template.classList.add(...extraClass.split(' '));\n    }\n    return template;\n  }\n\n  // Private\n  _typeCheckConfig(config) {\n    super._typeCheckConfig(config);\n    this._checkContent(config.content);\n  }\n  _checkContent(arg) {\n    for (const [selector, content] of Object.entries(arg)) {\n      super._typeCheckConfig({\n        selector,\n        entry: content\n      }, DefaultContentType);\n    }\n  }\n  _setContent(template, content, selector) {\n    const templateElement = SelectorEngine.findOne(selector, template);\n    if (!templateElement) {\n      return;\n    }\n    content = this._resolvePossibleFunction(content);\n    if (!content) {\n      templateElement.remove();\n      return;\n    }\n    if (isElement(content)) {\n      this._putElementInTemplate(getElement(content), templateElement);\n      return;\n    }\n    if (this._config.html) {\n      templateElement.innerHTML = this._maybeSanitize(content);\n      return;\n    }\n    templateElement.textContent = content;\n  }\n  _maybeSanitize(arg) {\n    return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n  }\n  _resolvePossibleFunction(arg) {\n    return execute(arg, [this]);\n  }\n  _putElementInTemplate(element, templateElement) {\n    if (this._config.html) {\n      templateElement.innerHTML = '';\n      templateElement.append(element);\n      return;\n    }\n    templateElement.textContent = element.textContent;\n  }\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$4 = 'tooltip';\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn']);\nconst CLASS_NAME_FADE$2 = 'fade';\nconst CLASS_NAME_MODAL = 'modal';\nconst CLASS_NAME_SHOW$2 = 'show';\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner';\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`;\nconst EVENT_MODAL_HIDE = 'hide.bs.modal';\nconst TRIGGER_HOVER = 'hover';\nconst TRIGGER_FOCUS = 'focus';\nconst TRIGGER_CLICK = 'click';\nconst TRIGGER_MANUAL = 'manual';\nconst EVENT_HIDE$2 = 'hide';\nconst EVENT_HIDDEN$2 = 'hidden';\nconst EVENT_SHOW$2 = 'show';\nconst EVENT_SHOWN$2 = 'shown';\nconst EVENT_INSERTED = 'inserted';\nconst EVENT_CLICK$1 = 'click';\nconst EVENT_FOCUSIN$1 = 'focusin';\nconst EVENT_FOCUSOUT$1 = 'focusout';\nconst EVENT_MOUSEENTER = 'mouseenter';\nconst EVENT_MOUSELEAVE = 'mouseleave';\nconst AttachmentMap = {\n  AUTO: 'auto',\n  TOP: 'top',\n  RIGHT: isRTL() ? 'left' : 'right',\n  BOTTOM: 'bottom',\n  LEFT: isRTL() ? 'right' : 'left'\n};\nconst Default$3 = {\n  allowList: DefaultAllowlist,\n  animation: true,\n  boundary: 'clippingParents',\n  container: false,\n  customClass: '',\n  delay: 0,\n  fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n  html: false,\n  offset: [0, 6],\n  placement: 'top',\n  popperConfig: null,\n  sanitize: true,\n  sanitizeFn: null,\n  selector: false,\n  template: '<div class=\"tooltip\" role=\"tooltip\">' + '<div class=\"tooltip-arrow\"></div>' + '<div class=\"tooltip-inner\"></div>' + '</div>',\n  title: '',\n  trigger: 'hover focus'\n};\nconst DefaultType$3 = {\n  allowList: 'object',\n  animation: 'boolean',\n  boundary: '(string|element)',\n  container: '(string|element|boolean)',\n  customClass: '(string|function)',\n  delay: '(number|object)',\n  fallbackPlacements: 'array',\n  html: 'boolean',\n  offset: '(array|string|function)',\n  placement: '(string|function)',\n  popperConfig: '(null|object|function)',\n  sanitize: 'boolean',\n  sanitizeFn: '(null|function)',\n  selector: '(string|boolean)',\n  template: 'string',\n  title: '(string|element|function)',\n  trigger: 'string'\n};\n\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n  constructor(element, config) {\n    if (typeof Popper === 'undefined') {\n      throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)');\n    }\n    super(element, config);\n\n    // Private\n    this._isEnabled = true;\n    this._timeout = 0;\n    this._isHovered = null;\n    this._activeTrigger = {};\n    this._popper = null;\n    this._templateFactory = null;\n    this._newContent = null;\n\n    // Protected\n    this.tip = null;\n    this._setListeners();\n    if (!this._config.selector) {\n      this._fixTitle();\n    }\n  }\n\n  // Getters\n  static get Default() {\n    return Default$3;\n  }\n  static get DefaultType() {\n    return DefaultType$3;\n  }\n  static get NAME() {\n    return NAME$4;\n  }\n\n  // Public\n  enable() {\n    this._isEnabled = true;\n  }\n  disable() {\n    this._isEnabled = false;\n  }\n  toggleEnabled() {\n    this._isEnabled = !this._isEnabled;\n  }\n  toggle() {\n    if (!this._isEnabled) {\n      return;\n    }\n    this._activeTrigger.click = !this._activeTrigger.click;\n    if (this._isShown()) {\n      this._leave();\n      return;\n    }\n    this._enter();\n  }\n  dispose() {\n    clearTimeout(this._timeout);\n    EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n    if (this._element.getAttribute('data-bs-original-title')) {\n      this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n    }\n    this._disposePopper();\n    super.dispose();\n  }\n  show() {\n    if (this._element.style.display === 'none') {\n      throw new Error('Please use show on visible elements');\n    }\n    if (!(this._isWithContent() && this._isEnabled)) {\n      return;\n    }\n    const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n    const shadowRoot = findShadowRoot(this._element);\n    const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n    if (showEvent.defaultPrevented || !isInTheDom) {\n      return;\n    }\n\n    // TODO: v6 remove this or make it optional\n    this._disposePopper();\n    const tip = this._getTipElement();\n    this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n    const {\n      container\n    } = this._config;\n    if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n      container.append(tip);\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED));\n    }\n    this._popper = this._createPopper(tip);\n    tip.classList.add(CLASS_NAME_SHOW$2);\n\n    // If this is a touch-enabled device we add extra\n    // empty mouseover listeners to the body's immediate children;\n    // only needed because of broken event delegation on iOS\n    // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.on(element, 'mouseover', noop);\n      }\n    }\n    const complete = () => {\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n      if (this._isHovered === false) {\n        this._leave();\n      }\n      this._isHovered = false;\n    };\n    this._queueCallback(complete, this.tip, this._isAnimated());\n  }\n  hide() {\n    if (!this._isShown()) {\n      return;\n    }\n    const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n    const tip = this._getTipElement();\n    tip.classList.remove(CLASS_NAME_SHOW$2);\n\n    // If this is a touch-enabled device we remove the extra\n    // empty mouseover listeners we added for iOS support\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.off(element, 'mouseover', noop);\n      }\n    }\n    this._activeTrigger[TRIGGER_CLICK] = false;\n    this._activeTrigger[TRIGGER_FOCUS] = false;\n    this._activeTrigger[TRIGGER_HOVER] = false;\n    this._isHovered = null; // it is a trick to support manual triggering\n\n    const complete = () => {\n      if (this._isWithActiveTrigger()) {\n        return;\n      }\n      if (!this._isHovered) {\n        this._disposePopper();\n      }\n      this._element.removeAttribute('aria-describedby');\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n    };\n    this._queueCallback(complete, this.tip, this._isAnimated());\n  }\n  update() {\n    if (this._popper) {\n      this._popper.update();\n    }\n  }\n\n  // Protected\n  _isWithContent() {\n    return Boolean(this._getTitle());\n  }\n  _getTipElement() {\n    if (!this.tip) {\n      this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n    }\n    return this.tip;\n  }\n  _createTipElement(content) {\n    const tip = this._getTemplateFactory(content).toHtml();\n\n    // TODO: remove this check in v6\n    if (!tip) {\n      return null;\n    }\n    tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2);\n    // TODO: v6 the following can be achieved with CSS only\n    tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n    const tipId = getUID(this.constructor.NAME).toString();\n    tip.setAttribute('id', tipId);\n    if (this._isAnimated()) {\n      tip.classList.add(CLASS_NAME_FADE$2);\n    }\n    return tip;\n  }\n  setContent(content) {\n    this._newContent = content;\n    if (this._isShown()) {\n      this._disposePopper();\n      this.show();\n    }\n  }\n  _getTemplateFactory(content) {\n    if (this._templateFactory) {\n      this._templateFactory.changeContent(content);\n    } else {\n      this._templateFactory = new TemplateFactory({\n        ...this._config,\n        // the `content` var has to be after `this._config`\n        // to override config.content in case of popover\n        content,\n        extraClass: this._resolvePossibleFunction(this._config.customClass)\n      });\n    }\n    return this._templateFactory;\n  }\n  _getContentForTemplate() {\n    return {\n      [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n    };\n  }\n  _getTitle() {\n    return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n  }\n\n  // Private\n  _initializeOnDelegatedTarget(event) {\n    return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n  }\n  _isAnimated() {\n    return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n  }\n  _isShown() {\n    return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n  }\n  _createPopper(tip) {\n    const placement = execute(this._config.placement, [this, tip, this._element]);\n    const attachment = AttachmentMap[placement.toUpperCase()];\n    return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n  }\n  _getOffset() {\n    const {\n      offset\n    } = this._config;\n    if (typeof offset === 'string') {\n      return offset.split(',').map(value => Number.parseInt(value, 10));\n    }\n    if (typeof offset === 'function') {\n      return popperData => offset(popperData, this._element);\n    }\n    return offset;\n  }\n  _resolvePossibleFunction(arg) {\n    return execute(arg, [this._element]);\n  }\n  _getPopperConfig(attachment) {\n    const defaultBsPopperConfig = {\n      placement: attachment,\n      modifiers: [{\n        name: 'flip',\n        options: {\n          fallbackPlacements: this._config.fallbackPlacements\n        }\n      }, {\n        name: 'offset',\n        options: {\n          offset: this._getOffset()\n        }\n      }, {\n        name: 'preventOverflow',\n        options: {\n          boundary: this._config.boundary\n        }\n      }, {\n        name: 'arrow',\n        options: {\n          element: `.${this.constructor.NAME}-arrow`\n        }\n      }, {\n        name: 'preSetPlacement',\n        enabled: true,\n        phase: 'beforeMain',\n        fn: data => {\n          // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n          // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n          this._getTipElement().setAttribute('data-popper-placement', data.state.placement);\n        }\n      }]\n    };\n    return {\n      ...defaultBsPopperConfig,\n      ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n    };\n  }\n  _setListeners() {\n    const triggers = this._config.trigger.split(' ');\n    for (const trigger of triggers) {\n      if (trigger === 'click') {\n        EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK$1), this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n          context.toggle();\n        });\n      } else if (trigger !== TRIGGER_MANUAL) {\n        const eventIn = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSEENTER) : this.constructor.eventName(EVENT_FOCUSIN$1);\n        const eventOut = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSELEAVE) : this.constructor.eventName(EVENT_FOCUSOUT$1);\n        EventHandler.on(this._element, eventIn, this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n          context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n          context._enter();\n        });\n        EventHandler.on(this._element, eventOut, this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n          context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n          context._leave();\n        });\n      }\n    }\n    this._hideModalHandler = () => {\n      if (this._element) {\n        this.hide();\n      }\n    };\n    EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n  }\n  _fixTitle() {\n    const title = this._element.getAttribute('title');\n    if (!title) {\n      return;\n    }\n    if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n      this._element.setAttribute('aria-label', title);\n    }\n    this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n    this._element.removeAttribute('title');\n  }\n  _enter() {\n    if (this._isShown() || this._isHovered) {\n      this._isHovered = true;\n      return;\n    }\n    this._isHovered = true;\n    this._setTimeout(() => {\n      if (this._isHovered) {\n        this.show();\n      }\n    }, this._config.delay.show);\n  }\n  _leave() {\n    if (this._isWithActiveTrigger()) {\n      return;\n    }\n    this._isHovered = false;\n    this._setTimeout(() => {\n      if (!this._isHovered) {\n        this.hide();\n      }\n    }, this._config.delay.hide);\n  }\n  _setTimeout(handler, timeout) {\n    clearTimeout(this._timeout);\n    this._timeout = setTimeout(handler, timeout);\n  }\n  _isWithActiveTrigger() {\n    return Object.values(this._activeTrigger).includes(true);\n  }\n  _getConfig(config) {\n    const dataAttributes = Manipulator.getDataAttributes(this._element);\n    for (const dataAttribute of Object.keys(dataAttributes)) {\n      if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n        delete dataAttributes[dataAttribute];\n      }\n    }\n    config = {\n      ...dataAttributes,\n      ...(typeof config === 'object' && config ? config : {})\n    };\n    config = this._mergeConfigObj(config);\n    config = this._configAfterMerge(config);\n    this._typeCheckConfig(config);\n    return config;\n  }\n  _configAfterMerge(config) {\n    config.container = config.container === false ? document.body : getElement(config.container);\n    if (typeof config.delay === 'number') {\n      config.delay = {\n        show: config.delay,\n        hide: config.delay\n      };\n    }\n    if (typeof config.title === 'number') {\n      config.title = config.title.toString();\n    }\n    if (typeof config.content === 'number') {\n      config.content = config.content.toString();\n    }\n    return config;\n  }\n  _getDelegateConfig() {\n    const config = {};\n    for (const [key, value] of Object.entries(this._config)) {\n      if (this.constructor.Default[key] !== value) {\n        config[key] = value;\n      }\n    }\n    config.selector = false;\n    config.trigger = 'manual';\n\n    // In the future can be replaced with:\n    // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n    // `Object.fromEntries(keysWithDifferentValues)`\n    return config;\n  }\n  _disposePopper() {\n    if (this._popper) {\n      this._popper.destroy();\n      this._popper = null;\n    }\n    if (this.tip) {\n      this.tip.remove();\n      this.tip = null;\n    }\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Tooltip.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config]();\n    });\n  }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = {\n  ...Tooltip.Default,\n  content: '',\n  offset: [0, 8],\n  placement: 'right',\n  template: '<div class=\"popover\" role=\"tooltip\">' + '<div class=\"popover-arrow\"></div>' + '<h3 class=\"popover-header\"></h3>' + '<div class=\"popover-body\"></div>' + '</div>',\n  trigger: 'click'\n};\nconst DefaultType$2 = {\n  ...Tooltip.DefaultType,\n  content: '(null|string|element|function)'\n};\n\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n  // Getters\n  static get Default() {\n    return Default$2;\n  }\n  static get DefaultType() {\n    return DefaultType$2;\n  }\n  static get NAME() {\n    return NAME$3;\n  }\n\n  // Overrides\n  _isWithContent() {\n    return this._getTitle() || this._getContent();\n  }\n\n  // Private\n  _getContentForTemplate() {\n    return {\n      [SELECTOR_TITLE]: this._getTitle(),\n      [SELECTOR_CONTENT]: this._getContent()\n    };\n  }\n  _getContent() {\n    return this._resolvePossibleFunction(this._config.content);\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Popover.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config]();\n    });\n  }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$2 = 'scrollspy';\nconst DATA_KEY$2 = 'bs.scrollspy';\nconst EVENT_KEY$2 = `.${DATA_KEY$2}`;\nconst DATA_API_KEY = '.data-api';\nconst EVENT_ACTIVATE = `activate${EVENT_KEY$2}`;\nconst EVENT_CLICK = `click${EVENT_KEY$2}`;\nconst EVENT_LOAD_DATA_API$1 = `load${EVENT_KEY$2}${DATA_API_KEY}`;\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item';\nconst CLASS_NAME_ACTIVE$1 = 'active';\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]';\nconst SELECTOR_TARGET_LINKS = '[href]';\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group';\nconst SELECTOR_NAV_LINKS = '.nav-link';\nconst SELECTOR_NAV_ITEMS = '.nav-item';\nconst SELECTOR_LIST_ITEMS = '.list-group-item';\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`;\nconst SELECTOR_DROPDOWN = '.dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE$1 = '.dropdown-toggle';\nconst Default$1 = {\n  offset: null,\n  // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n  rootMargin: '0px 0px -25%',\n  smoothScroll: false,\n  target: null,\n  threshold: [0.1, 0.5, 1]\n};\nconst DefaultType$1 = {\n  offset: '(number|null)',\n  // TODO v6 @deprecated, keep it for backwards compatibility reasons\n  rootMargin: 'string',\n  smoothScroll: 'boolean',\n  target: 'element',\n  threshold: 'array'\n};\n\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n\n    // this._element is the observablesContainer and config.target the menu links wrapper\n    this._targetLinks = new Map();\n    this._observableSections = new Map();\n    this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element;\n    this._activeTarget = null;\n    this._observer = null;\n    this._previousScrollData = {\n      visibleEntryTop: 0,\n      parentScrollTop: 0\n    };\n    this.refresh(); // initialize\n  }\n\n  // Getters\n  static get Default() {\n    return Default$1;\n  }\n  static get DefaultType() {\n    return DefaultType$1;\n  }\n  static get NAME() {\n    return NAME$2;\n  }\n\n  // Public\n  refresh() {\n    this._initializeTargetsAndObservables();\n    this._maybeEnableSmoothScroll();\n    if (this._observer) {\n      this._observer.disconnect();\n    } else {\n      this._observer = this._getNewObserver();\n    }\n    for (const section of this._observableSections.values()) {\n      this._observer.observe(section);\n    }\n  }\n  dispose() {\n    this._observer.disconnect();\n    super.dispose();\n  }\n\n  // Private\n  _configAfterMerge(config) {\n    // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n    config.target = getElement(config.target) || document.body;\n\n    // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n    config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n    if (typeof config.threshold === 'string') {\n      config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n    }\n    return config;\n  }\n  _maybeEnableSmoothScroll() {\n    if (!this._config.smoothScroll) {\n      return;\n    }\n\n    // unregister any previous listeners\n    EventHandler.off(this._config.target, EVENT_CLICK);\n    EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n      const observableSection = this._observableSections.get(event.target.hash);\n      if (observableSection) {\n        event.preventDefault();\n        const root = this._rootElement || window;\n        const height = observableSection.offsetTop - this._element.offsetTop;\n        if (root.scrollTo) {\n          root.scrollTo({\n            top: height,\n            behavior: 'smooth'\n          });\n          return;\n        }\n\n        // Chrome 60 doesn't support `scrollTo`\n        root.scrollTop = height;\n      }\n    });\n  }\n  _getNewObserver() {\n    const options = {\n      root: this._rootElement,\n      threshold: this._config.threshold,\n      rootMargin: this._config.rootMargin\n    };\n    return new IntersectionObserver(entries => this._observerCallback(entries), options);\n  }\n\n  // The logic of selection\n  _observerCallback(entries) {\n    const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n    const activate = entry => {\n      this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n      this._process(targetElement(entry));\n    };\n    const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n    const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n    this._previousScrollData.parentScrollTop = parentScrollTop;\n    for (const entry of entries) {\n      if (!entry.isIntersecting) {\n        this._activeTarget = null;\n        this._clearActiveClass(targetElement(entry));\n        continue;\n      }\n      const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop;\n      // if we are scrolling down, pick the bigger offsetTop\n      if (userScrollsDown && entryIsLowerThanPrevious) {\n        activate(entry);\n        // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n        if (!parentScrollTop) {\n          return;\n        }\n        continue;\n      }\n\n      // if we are scrolling up, pick the smallest offsetTop\n      if (!userScrollsDown && !entryIsLowerThanPrevious) {\n        activate(entry);\n      }\n    }\n  }\n  _initializeTargetsAndObservables() {\n    this._targetLinks = new Map();\n    this._observableSections = new Map();\n    const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target);\n    for (const anchor of targetLinks) {\n      // ensure that the anchor has an id and is not disabled\n      if (!anchor.hash || isDisabled(anchor)) {\n        continue;\n      }\n      const observableSection = SelectorEngine.findOne(decodeURI(anchor.hash), this._element);\n\n      // ensure that the observableSection exists & is visible\n      if (isVisible(observableSection)) {\n        this._targetLinks.set(decodeURI(anchor.hash), anchor);\n        this._observableSections.set(anchor.hash, observableSection);\n      }\n    }\n  }\n  _process(target) {\n    if (this._activeTarget === target) {\n      return;\n    }\n    this._clearActiveClass(this._config.target);\n    this._activeTarget = target;\n    target.classList.add(CLASS_NAME_ACTIVE$1);\n    this._activateParents(target);\n    EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n      relatedTarget: target\n    });\n  }\n  _activateParents(target) {\n    // Activate dropdown parents\n    if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n      SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE$1, target.closest(SELECTOR_DROPDOWN)).classList.add(CLASS_NAME_ACTIVE$1);\n      return;\n    }\n    for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n      // Set triggered links parents as active\n      // With both <ul> and <nav> markup a parent is the previous sibling of any nav ancestor\n      for (const item of SelectorEngine.prev(listGroup, SELECTOR_LINK_ITEMS)) {\n        item.classList.add(CLASS_NAME_ACTIVE$1);\n      }\n    }\n  }\n  _clearActiveClass(parent) {\n    parent.classList.remove(CLASS_NAME_ACTIVE$1);\n    const activeNodes = SelectorEngine.find(`${SELECTOR_TARGET_LINKS}.${CLASS_NAME_ACTIVE$1}`, parent);\n    for (const node of activeNodes) {\n      node.classList.remove(CLASS_NAME_ACTIVE$1);\n    }\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = ScrollSpy.getOrCreateInstance(this, config);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config]();\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(window, EVENT_LOAD_DATA_API$1, () => {\n  for (const spy of SelectorEngine.find(SELECTOR_DATA_SPY)) {\n    ScrollSpy.getOrCreateInstance(spy);\n  }\n});\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(ScrollSpy);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap tab.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME$1 = 'tab';\nconst DATA_KEY$1 = 'bs.tab';\nconst EVENT_KEY$1 = `.${DATA_KEY$1}`;\nconst EVENT_HIDE$1 = `hide${EVENT_KEY$1}`;\nconst EVENT_HIDDEN$1 = `hidden${EVENT_KEY$1}`;\nconst EVENT_SHOW$1 = `show${EVENT_KEY$1}`;\nconst EVENT_SHOWN$1 = `shown${EVENT_KEY$1}`;\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY$1}`;\nconst EVENT_KEYDOWN = `keydown${EVENT_KEY$1}`;\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY$1}`;\nconst ARROW_LEFT_KEY = 'ArrowLeft';\nconst ARROW_RIGHT_KEY = 'ArrowRight';\nconst ARROW_UP_KEY = 'ArrowUp';\nconst ARROW_DOWN_KEY = 'ArrowDown';\nconst HOME_KEY = 'Home';\nconst END_KEY = 'End';\nconst CLASS_NAME_ACTIVE = 'active';\nconst CLASS_NAME_FADE$1 = 'fade';\nconst CLASS_NAME_SHOW$1 = 'show';\nconst CLASS_DROPDOWN = 'dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE = '.dropdown-toggle';\nconst SELECTOR_DROPDOWN_MENU = '.dropdown-menu';\nconst NOT_SELECTOR_DROPDOWN_TOGGLE = `:not(${SELECTOR_DROPDOWN_TOGGLE})`;\nconst SELECTOR_TAB_PANEL = '.list-group, .nav, [role=\"tablist\"]';\nconst SELECTOR_OUTER = '.nav-item, .list-group-item';\nconst SELECTOR_INNER = `.nav-link${NOT_SELECTOR_DROPDOWN_TOGGLE}, .list-group-item${NOT_SELECTOR_DROPDOWN_TOGGLE}, [role=\"tab\"]${NOT_SELECTOR_DROPDOWN_TOGGLE}`;\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"tab\"], [data-bs-toggle=\"pill\"], [data-bs-toggle=\"list\"]'; // TODO: could only be `tab` in v6\nconst SELECTOR_INNER_ELEM = `${SELECTOR_INNER}, ${SELECTOR_DATA_TOGGLE}`;\nconst SELECTOR_DATA_TOGGLE_ACTIVE = `.${CLASS_NAME_ACTIVE}[data-bs-toggle=\"tab\"], .${CLASS_NAME_ACTIVE}[data-bs-toggle=\"pill\"], .${CLASS_NAME_ACTIVE}[data-bs-toggle=\"list\"]`;\n\n/**\n * Class definition\n */\n\nclass Tab extends BaseComponent {\n  constructor(element) {\n    super(element);\n    this._parent = this._element.closest(SELECTOR_TAB_PANEL);\n    if (!this._parent) {\n      return;\n      // TODO: should throw exception in v6\n      // throw new TypeError(`${element.outerHTML} has not a valid parent ${SELECTOR_INNER_ELEM}`)\n    }\n\n    // Set up initial aria attributes\n    this._setInitialAttributes(this._parent, this._getChildren());\n    EventHandler.on(this._element, EVENT_KEYDOWN, event => this._keydown(event));\n  }\n\n  // Getters\n  static get NAME() {\n    return NAME$1;\n  }\n\n  // Public\n  show() {\n    // Shows this elem and deactivate the active sibling if exists\n    const innerElem = this._element;\n    if (this._elemIsActive(innerElem)) {\n      return;\n    }\n\n    // Search for active tab on same parent to deactivate it\n    const active = this._getActiveElem();\n    const hideEvent = active ? EventHandler.trigger(active, EVENT_HIDE$1, {\n      relatedTarget: innerElem\n    }) : null;\n    const showEvent = EventHandler.trigger(innerElem, EVENT_SHOW$1, {\n      relatedTarget: active\n    });\n    if (showEvent.defaultPrevented || hideEvent && hideEvent.defaultPrevented) {\n      return;\n    }\n    this._deactivate(active, innerElem);\n    this._activate(innerElem, active);\n  }\n\n  // Private\n  _activate(element, relatedElem) {\n    if (!element) {\n      return;\n    }\n    element.classList.add(CLASS_NAME_ACTIVE);\n    this._activate(SelectorEngine.getElementFromSelector(element)); // Search and activate/show the proper section\n\n    const complete = () => {\n      if (element.getAttribute('role') !== 'tab') {\n        element.classList.add(CLASS_NAME_SHOW$1);\n        return;\n      }\n      element.removeAttribute('tabindex');\n      element.setAttribute('aria-selected', true);\n      this._toggleDropDown(element, true);\n      EventHandler.trigger(element, EVENT_SHOWN$1, {\n        relatedTarget: relatedElem\n      });\n    };\n    this._queueCallback(complete, element, element.classList.contains(CLASS_NAME_FADE$1));\n  }\n  _deactivate(element, relatedElem) {\n    if (!element) {\n      return;\n    }\n    element.classList.remove(CLASS_NAME_ACTIVE);\n    element.blur();\n    this._deactivate(SelectorEngine.getElementFromSelector(element)); // Search and deactivate the shown section too\n\n    const complete = () => {\n      if (element.getAttribute('role') !== 'tab') {\n        element.classList.remove(CLASS_NAME_SHOW$1);\n        return;\n      }\n      element.setAttribute('aria-selected', false);\n      element.setAttribute('tabindex', '-1');\n      this._toggleDropDown(element, false);\n      EventHandler.trigger(element, EVENT_HIDDEN$1, {\n        relatedTarget: relatedElem\n      });\n    };\n    this._queueCallback(complete, element, element.classList.contains(CLASS_NAME_FADE$1));\n  }\n  _keydown(event) {\n    if (![ARROW_LEFT_KEY, ARROW_RIGHT_KEY, ARROW_UP_KEY, ARROW_DOWN_KEY, HOME_KEY, END_KEY].includes(event.key)) {\n      return;\n    }\n    event.stopPropagation(); // stopPropagation/preventDefault both added to support up/down keys without scrolling the page\n    event.preventDefault();\n    const children = this._getChildren().filter(element => !isDisabled(element));\n    let nextActiveElement;\n    if ([HOME_KEY, END_KEY].includes(event.key)) {\n      nextActiveElement = children[event.key === HOME_KEY ? 0 : children.length - 1];\n    } else {\n      const isNext = [ARROW_RIGHT_KEY, ARROW_DOWN_KEY].includes(event.key);\n      nextActiveElement = getNextActiveElement(children, event.target, isNext, true);\n    }\n    if (nextActiveElement) {\n      nextActiveElement.focus({\n        preventScroll: true\n      });\n      Tab.getOrCreateInstance(nextActiveElement).show();\n    }\n  }\n  _getChildren() {\n    // collection of inner elements\n    return SelectorEngine.find(SELECTOR_INNER_ELEM, this._parent);\n  }\n  _getActiveElem() {\n    return this._getChildren().find(child => this._elemIsActive(child)) || null;\n  }\n  _setInitialAttributes(parent, children) {\n    this._setAttributeIfNotExists(parent, 'role', 'tablist');\n    for (const child of children) {\n      this._setInitialAttributesOnChild(child);\n    }\n  }\n  _setInitialAttributesOnChild(child) {\n    child = this._getInnerElement(child);\n    const isActive = this._elemIsActive(child);\n    const outerElem = this._getOuterElement(child);\n    child.setAttribute('aria-selected', isActive);\n    if (outerElem !== child) {\n      this._setAttributeIfNotExists(outerElem, 'role', 'presentation');\n    }\n    if (!isActive) {\n      child.setAttribute('tabindex', '-1');\n    }\n    this._setAttributeIfNotExists(child, 'role', 'tab');\n\n    // set attributes to the related panel too\n    this._setInitialAttributesOnTargetPanel(child);\n  }\n  _setInitialAttributesOnTargetPanel(child) {\n    const target = SelectorEngine.getElementFromSelector(child);\n    if (!target) {\n      return;\n    }\n    this._setAttributeIfNotExists(target, 'role', 'tabpanel');\n    if (child.id) {\n      this._setAttributeIfNotExists(target, 'aria-labelledby', `${child.id}`);\n    }\n  }\n  _toggleDropDown(element, open) {\n    const outerElem = this._getOuterElement(element);\n    if (!outerElem.classList.contains(CLASS_DROPDOWN)) {\n      return;\n    }\n    const toggle = (selector, className) => {\n      const element = SelectorEngine.findOne(selector, outerElem);\n      if (element) {\n        element.classList.toggle(className, open);\n      }\n    };\n    toggle(SELECTOR_DROPDOWN_TOGGLE, CLASS_NAME_ACTIVE);\n    toggle(SELECTOR_DROPDOWN_MENU, CLASS_NAME_SHOW$1);\n    outerElem.setAttribute('aria-expanded', open);\n  }\n  _setAttributeIfNotExists(element, attribute, value) {\n    if (!element.hasAttribute(attribute)) {\n      element.setAttribute(attribute, value);\n    }\n  }\n  _elemIsActive(elem) {\n    return elem.classList.contains(CLASS_NAME_ACTIVE);\n  }\n\n  // Try to get the inner element (usually the .nav-link)\n  _getInnerElement(elem) {\n    return elem.matches(SELECTOR_INNER_ELEM) ? elem : SelectorEngine.findOne(SELECTOR_INNER_ELEM, elem);\n  }\n\n  // Try to get the outer element (usually the .nav-item)\n  _getOuterElement(elem) {\n    return elem.closest(SELECTOR_OUTER) || elem;\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Tab.getOrCreateInstance(this);\n      if (typeof config !== 'string') {\n        return;\n      }\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n      data[config]();\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n  if (isDisabled(this)) {\n    return;\n  }\n  Tab.getOrCreateInstance(this).show();\n});\n\n/**\n * Initialize on focus\n */\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n  for (const element of SelectorEngine.find(SELECTOR_DATA_TOGGLE_ACTIVE)) {\n    Tab.getOrCreateInstance(element);\n  }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tab);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap toast.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n\n/**\n * Constants\n */\n\nconst NAME = 'toast';\nconst DATA_KEY = 'bs.toast';\nconst EVENT_KEY = `.${DATA_KEY}`;\nconst EVENT_MOUSEOVER = `mouseover${EVENT_KEY}`;\nconst EVENT_MOUSEOUT = `mouseout${EVENT_KEY}`;\nconst EVENT_FOCUSIN = `focusin${EVENT_KEY}`;\nconst EVENT_FOCUSOUT = `focusout${EVENT_KEY}`;\nconst EVENT_HIDE = `hide${EVENT_KEY}`;\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`;\nconst EVENT_SHOW = `show${EVENT_KEY}`;\nconst EVENT_SHOWN = `shown${EVENT_KEY}`;\nconst CLASS_NAME_FADE = 'fade';\nconst CLASS_NAME_HIDE = 'hide'; // @deprecated - kept here only for backwards compatibility\nconst CLASS_NAME_SHOW = 'show';\nconst CLASS_NAME_SHOWING = 'showing';\nconst DefaultType = {\n  animation: 'boolean',\n  autohide: 'boolean',\n  delay: 'number'\n};\nconst Default = {\n  animation: true,\n  autohide: true,\n  delay: 5000\n};\n\n/**\n * Class definition\n */\n\nclass Toast extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._timeout = null;\n    this._hasMouseInteraction = false;\n    this._hasKeyboardInteraction = false;\n    this._setListeners();\n  }\n\n  // Getters\n  static get Default() {\n    return Default;\n  }\n  static get DefaultType() {\n    return DefaultType;\n  }\n  static get NAME() {\n    return NAME;\n  }\n\n  // Public\n  show() {\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW);\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n    this._clearTimeout();\n    if (this._config.animation) {\n      this._element.classList.add(CLASS_NAME_FADE);\n    }\n    const complete = () => {\n      this._element.classList.remove(CLASS_NAME_SHOWING);\n      EventHandler.trigger(this._element, EVENT_SHOWN);\n      this._maybeScheduleHide();\n    };\n    this._element.classList.remove(CLASS_NAME_HIDE); // @deprecated\n    reflow(this._element);\n    this._element.classList.add(CLASS_NAME_SHOW, CLASS_NAME_SHOWING);\n    this._queueCallback(complete, this._element, this._config.animation);\n  }\n  hide() {\n    if (!this.isShown()) {\n      return;\n    }\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE);\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n    const complete = () => {\n      this._element.classList.add(CLASS_NAME_HIDE); // @deprecated\n      this._element.classList.remove(CLASS_NAME_SHOWING, CLASS_NAME_SHOW);\n      EventHandler.trigger(this._element, EVENT_HIDDEN);\n    };\n    this._element.classList.add(CLASS_NAME_SHOWING);\n    this._queueCallback(complete, this._element, this._config.animation);\n  }\n  dispose() {\n    this._clearTimeout();\n    if (this.isShown()) {\n      this._element.classList.remove(CLASS_NAME_SHOW);\n    }\n    super.dispose();\n  }\n  isShown() {\n    return this._element.classList.contains(CLASS_NAME_SHOW);\n  }\n\n  // Private\n\n  _maybeScheduleHide() {\n    if (!this._config.autohide) {\n      return;\n    }\n    if (this._hasMouseInteraction || this._hasKeyboardInteraction) {\n      return;\n    }\n    this._timeout = setTimeout(() => {\n      this.hide();\n    }, this._config.delay);\n  }\n  _onInteraction(event, isInteracting) {\n    switch (event.type) {\n      case 'mouseover':\n      case 'mouseout':\n        {\n          this._hasMouseInteraction = isInteracting;\n          break;\n        }\n      case 'focusin':\n      case 'focusout':\n        {\n          this._hasKeyboardInteraction = isInteracting;\n          break;\n        }\n    }\n    if (isInteracting) {\n      this._clearTimeout();\n      return;\n    }\n    const nextElement = event.relatedTarget;\n    if (this._element === nextElement || this._element.contains(nextElement)) {\n      return;\n    }\n    this._maybeScheduleHide();\n  }\n  _setListeners() {\n    EventHandler.on(this._element, EVENT_MOUSEOVER, event => this._onInteraction(event, true));\n    EventHandler.on(this._element, EVENT_MOUSEOUT, event => this._onInteraction(event, false));\n    EventHandler.on(this._element, EVENT_FOCUSIN, event => this._onInteraction(event, true));\n    EventHandler.on(this._element, EVENT_FOCUSOUT, event => this._onInteraction(event, false));\n  }\n  _clearTimeout() {\n    clearTimeout(this._timeout);\n    this._timeout = null;\n  }\n\n  // Static\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Toast.getOrCreateInstance(this, config);\n      if (typeof config === 'string') {\n        if (typeof data[config] === 'undefined') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n        data[config](this);\n      }\n    });\n  }\n}\n\n/**\n * Data API implementation\n */\n\nenableDismissTrigger(Toast);\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Toast);\n\nexport { Alert, Button, Carousel, Collapse, Dropdown, Modal, Offcanvas, Popover, ScrollSpy, Tab, Toast, Tooltip };\n//# sourceMappingURL=bootstrap.esm.js.map\n","/* define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if 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= 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n  return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n  return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n  return element ? (element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n  if (node == null) {\n    return window;\n  }\n\n  if (node.toString() !== '[object Window]') {\n    var ownerDocument = node.ownerDocument;\n    return ownerDocument ? ownerDocument.defaultView || window : window;\n  }\n\n  return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n  var OwnElement = getWindow(node).Element;\n  return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n  var OwnElement = getWindow(node).HTMLElement;\n  return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n  // IE 11 has no ShadowRoot\n  if (typeof ShadowRoot === 'undefined') {\n    return false;\n  }\n\n  var OwnElement = getWindow(node).ShadowRoot;\n  return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n  var state = _ref.state;\n  Object.keys(state.elements).forEach(function (name) {\n    var style = state.styles[name] || {};\n    var attributes = state.attributes[name] || {};\n    var element = state.elements[name]; // arrow is optional + virtual elements\n\n    if (!isHTMLElement(element) || !getNodeName(element)) {\n      return;\n    } // Flow doesn't support to extend this property, but it's the most\n    // effective way to apply styles to an HTMLElement\n    // $FlowFixMe[cannot-write]\n\n\n    Object.assign(element.style, style);\n    Object.keys(attributes).forEach(function (name) {\n      var value = attributes[name];\n\n      if (value === false) {\n        element.removeAttribute(name);\n      } else {\n        element.setAttribute(name, value === true ? '' : value);\n      }\n    });\n  });\n}\n\nfunction effect(_ref2) {\n  var state = _ref2.state;\n  var initialStyles = {\n    popper: {\n      position: state.options.strategy,\n      left: '0',\n      top: '0',\n      margin: '0'\n    },\n    arrow: {\n      position: 'absolute'\n    },\n    reference: {}\n  };\n  Object.assign(state.elements.popper.style, initialStyles.popper);\n  state.styles = initialStyles;\n\n  if (state.elements.arrow) {\n    Object.assign(state.elements.arrow.style, initialStyles.arrow);\n  }\n\n  return function () {\n    Object.keys(state.elements).forEach(function (name) {\n      var element = state.elements[name];\n      var attributes = state.attributes[name] || {};\n      var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n      var style = styleProperties.reduce(function (style, property) {\n        style[property] = '';\n        return style;\n      }, {}); // arrow is optional + virtual elements\n\n      if (!isHTMLElement(element) || !getNodeName(element)) {\n        return;\n      }\n\n      Object.assign(element.style, style);\n      Object.keys(attributes).forEach(function (attribute) {\n        element.removeAttribute(attribute);\n      });\n    });\n  };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'applyStyles',\n  enabled: true,\n  phase: 'write',\n  fn: applyStyles,\n  effect: effect,\n  requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n  return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n  var uaData = navigator.userAgentData;\n\n  if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n    return uaData.brands.map(function (item) {\n      return item.brand + \"/\" + item.version;\n    }).join(' ');\n  }\n\n  return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n  return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n  if (includeScale === void 0) {\n    includeScale = false;\n  }\n\n  if (isFixedStrategy === void 0) {\n    isFixedStrategy = false;\n  }\n\n  var clientRect = element.getBoundingClientRect();\n  var scaleX = 1;\n  var scaleY = 1;\n\n  if (includeScale && isHTMLElement(element)) {\n    scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n    scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n  }\n\n  var _ref = isElement(element) ? getWindow(element) : window,\n      visualViewport = _ref.visualViewport;\n\n  var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n  var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n  var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n  var width = clientRect.width / scaleX;\n  var height = clientRect.height / scaleY;\n  return {\n    width: width,\n    height: height,\n    top: y,\n    right: x + width,\n    bottom: y + height,\n    left: x,\n    x: x,\n    y: y\n  };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n  var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n  // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n  var width = element.offsetWidth;\n  var height = element.offsetHeight;\n\n  if (Math.abs(clientRect.width - width) <= 1) {\n    width = clientRect.width;\n  }\n\n  if (Math.abs(clientRect.height - height) <= 1) {\n    height = clientRect.height;\n  }\n\n  return {\n    x: element.offsetLeft,\n    y: element.offsetTop,\n    width: width,\n    height: height\n  };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n  var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n  if (parent.contains(child)) {\n    return true;\n  } // then fallback to custom implementation with Shadow DOM support\n  else if (rootNode && isShadowRoot(rootNode)) {\n      var next = child;\n\n      do {\n        if (next && parent.isSameNode(next)) {\n          return true;\n        } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n        next = next.parentNode || next.host;\n      } while (next);\n    } // Give up, the result is false\n\n\n  return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n  return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n  return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n  // $FlowFixMe[incompatible-return]: assume body is always available\n  return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n  element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n  if (getNodeName(element) === 'html') {\n    return element;\n  }\n\n  return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n    // $FlowFixMe[incompatible-return]\n    // $FlowFixMe[prop-missing]\n    element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n    element.parentNode || ( // DOM Element detected\n    isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n    // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n    getDocumentElement(element) // fallback\n\n  );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n  if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n  getComputedStyle(element).position === 'fixed') {\n    return null;\n  }\n\n  return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n  var isFirefox = /firefox/i.test(getUAString());\n  var isIE = /Trident/i.test(getUAString());\n\n  if (isIE && isHTMLElement(element)) {\n    // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n    var elementCss = getComputedStyle(element);\n\n    if (elementCss.position === 'fixed') {\n      return null;\n    }\n  }\n\n  var currentNode = getParentNode(element);\n\n  if (isShadowRoot(currentNode)) {\n    currentNode = currentNode.host;\n  }\n\n  while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n    var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n    // create a containing block.\n    // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n    if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n      return currentNode;\n    } else {\n      currentNode = currentNode.parentNode;\n    }\n  }\n\n  return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n  var window = getWindow(element);\n  var offsetParent = getTrueOffsetParent(element);\n\n  while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n    offsetParent = getTrueOffsetParent(offsetParent);\n  }\n\n  if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n    return window;\n  }\n\n  return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n  return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n  return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n  var v = within(min, value, max);\n  return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n  return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n  return {\n    top: 0,\n    right: 0,\n    bottom: 0,\n    left: 0\n  };\n}","export default function expandToHashMap(value, keys) {\n  return keys.reduce(function (hashMap, key) {\n    hashMap[key] = value;\n    return hashMap;\n  }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n  padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n    placement: state.placement\n  })) : padding;\n  return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n  var _state$modifiersData$;\n\n  var state = _ref.state,\n      name = _ref.name,\n      options = _ref.options;\n  var arrowElement = state.elements.arrow;\n  var popperOffsets = state.modifiersData.popperOffsets;\n  var basePlacement = getBasePlacement(state.placement);\n  var axis = getMainAxisFromPlacement(basePlacement);\n  var isVertical = [left, right].indexOf(basePlacement) >= 0;\n  var len = isVertical ? 'height' : 'width';\n\n  if (!arrowElement || !popperOffsets) {\n    return;\n  }\n\n  var paddingObject = toPaddingObject(options.padding, state);\n  var arrowRect = getLayoutRect(arrowElement);\n  var minProp = axis === 'y' ? top : left;\n  var maxProp = axis === 'y' ? bottom : right;\n  var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n  var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n  var arrowOffsetParent = getOffsetParent(arrowElement);\n  var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n  var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n  // outside of the popper bounds\n\n  var min = paddingObject[minProp];\n  var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n  var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n  var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n  var axisProp = axis;\n  state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n  var state = _ref2.state,\n      options = _ref2.options;\n  var _options$element = options.element,\n      arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n  if (arrowElement == null) {\n    return;\n  } // CSS selector\n\n\n  if (typeof arrowElement === 'string') {\n    arrowElement = state.elements.popper.querySelector(arrowElement);\n\n    if (!arrowElement) {\n      return;\n    }\n  }\n\n  if (process.env.NODE_ENV !== \"production\") {\n    if (!isHTMLElement(arrowElement)) {\n      console.error(['Popper: \"arrow\" element must be an HTMLElement (not an SVGElement).', 'To use an SVG arrow, wrap it in an HTMLElement that will be used as', 'the arrow.'].join(' '));\n    }\n  }\n\n  if (!contains(state.elements.popper, arrowElement)) {\n    if (process.env.NODE_ENV !== \"production\") {\n      console.error(['Popper: \"arrow\" modifier\\'s `element` must be a child of the popper', 'element.'].join(' '));\n    }\n\n    return;\n  }\n\n  state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'arrow',\n  enabled: true,\n  phase: 'main',\n  fn: arrow,\n  effect: effect,\n  requires: ['popperOffsets'],\n  requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n  return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n  top: 'auto',\n  right: 'auto',\n  bottom: 'auto',\n  left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n  var x = _ref.x,\n      y = _ref.y;\n  var dpr = win.devicePixelRatio || 1;\n  return {\n    x: round(x * dpr) / dpr || 0,\n    y: round(y * dpr) / dpr || 0\n  };\n}\n\nexport function mapToStyles(_ref2) {\n  var _Object$assign2;\n\n  var popper = _ref2.popper,\n      popperRect = _ref2.popperRect,\n      placement = _ref2.placement,\n      variation = _ref2.variation,\n      offsets = _ref2.offsets,\n      position = _ref2.position,\n      gpuAcceleration = _ref2.gpuAcceleration,\n      adaptive = _ref2.adaptive,\n      roundOffsets = _ref2.roundOffsets,\n      isFixed = _ref2.isFixed;\n  var _offsets$x = offsets.x,\n      x = _offsets$x === void 0 ? 0 : _offsets$x,\n      _offsets$y = offsets.y,\n      y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n  var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n    x: x,\n    y: y\n  }) : {\n    x: x,\n    y: y\n  };\n\n  x = _ref3.x;\n  y = _ref3.y;\n  var hasX = offsets.hasOwnProperty('x');\n  var hasY = offsets.hasOwnProperty('y');\n  var sideX = left;\n  var sideY = top;\n  var win = window;\n\n  if (adaptive) {\n    var offsetParent = getOffsetParent(popper);\n    var heightProp = 'clientHeight';\n    var widthProp = 'clientWidth';\n\n    if (offsetParent === getWindow(popper)) {\n      offsetParent = getDocumentElement(popper);\n\n      if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n        heightProp = 'scrollHeight';\n        widthProp = 'scrollWidth';\n      }\n    } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n    offsetParent = offsetParent;\n\n    if (placement === top || (placement === left || placement === right) && variation === end) {\n      sideY = bottom;\n      var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n      offsetParent[heightProp];\n      y -= offsetY - popperRect.height;\n      y *= gpuAcceleration ? 1 : -1;\n    }\n\n    if (placement === left || (placement === top || placement === bottom) && variation === end) {\n      sideX = right;\n      var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n      offsetParent[widthProp];\n      x -= offsetX - popperRect.width;\n      x *= gpuAcceleration ? 1 : -1;\n    }\n  }\n\n  var commonStyles = Object.assign({\n    position: position\n  }, adaptive && unsetSides);\n\n  var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n    x: x,\n    y: y\n  }, getWindow(popper)) : {\n    x: x,\n    y: y\n  };\n\n  x = _ref4.x;\n  y = _ref4.y;\n\n  if (gpuAcceleration) {\n    var _Object$assign;\n\n    return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n  }\n\n  return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n  var state = _ref5.state,\n      options = _ref5.options;\n  var _options$gpuAccelerat = options.gpuAcceleration,\n      gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n      _options$adaptive = options.adaptive,\n      adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n      _options$roundOffsets = options.roundOffsets,\n      roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n\n  if (process.env.NODE_ENV !== \"production\") {\n    var transitionProperty = getComputedStyle(state.elements.popper).transitionProperty || '';\n\n    if (adaptive && ['transform', 'top', 'right', 'bottom', 'left'].some(function (property) {\n      return transitionProperty.indexOf(property) >= 0;\n    })) {\n      console.warn(['Popper: Detected CSS transitions on at least one of the following', 'CSS properties: \"transform\", \"top\", \"right\", \"bottom\", \"left\".', '\\n\\n', 'Disable the \"computeStyles\" modifier\\'s `adaptive` option to allow', 'for smooth transitions, or remove these properties from the CSS', 'transition declaration on the popper element if only transitioning', 'opacity or background-color for example.', '\\n\\n', 'We recommend using the popper element as a wrapper around an inner', 'element that can have any CSS property transitioned for animations.'].join(' '));\n    }\n  }\n\n  var commonStyles = {\n    placement: getBasePlacement(state.placement),\n    variation: getVariation(state.placement),\n    popper: state.elements.popper,\n    popperRect: state.rects.popper,\n    gpuAcceleration: gpuAcceleration,\n    isFixed: state.options.strategy === 'fixed'\n  };\n\n  if (state.modifiersData.popperOffsets != null) {\n    state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n      offsets: state.modifiersData.popperOffsets,\n      position: state.options.strategy,\n      adaptive: adaptive,\n      roundOffsets: roundOffsets\n    })));\n  }\n\n  if (state.modifiersData.arrow != null) {\n    state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n      offsets: state.modifiersData.arrow,\n      position: 'absolute',\n      adaptive: false,\n      roundOffsets: roundOffsets\n    })));\n  }\n\n  state.attributes.popper = Object.assign({}, state.attributes.popper, {\n    'data-popper-placement': state.placement\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'computeStyles',\n  enabled: true,\n  phase: 'beforeWrite',\n  fn: computeStyles,\n  data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n  passive: true\n};\n\nfunction effect(_ref) {\n  var state = _ref.state,\n      instance = _ref.instance,\n      options = _ref.options;\n  var _options$scroll = options.scroll,\n      scroll = _options$scroll === void 0 ? true : _options$scroll,\n      _options$resize = options.resize,\n      resize = _options$resize === void 0 ? true : _options$resize;\n  var window = getWindow(state.elements.popper);\n  var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n  if (scroll) {\n    scrollParents.forEach(function (scrollParent) {\n      scrollParent.addEventListener('scroll', instance.update, passive);\n    });\n  }\n\n  if (resize) {\n    window.addEventListener('resize', instance.update, passive);\n  }\n\n  return function () {\n    if (scroll) {\n      scrollParents.forEach(function (scrollParent) {\n        scrollParent.removeEventListener('scroll', instance.update, passive);\n      });\n    }\n\n    if (resize) {\n      window.removeEventListener('resize', instance.update, passive);\n    }\n  };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'eventListeners',\n  enabled: true,\n  phase: 'write',\n  fn: function fn() {},\n  effect: effect,\n  data: {}\n};","var hash = {\n  left: 'right',\n  right: 'left',\n  bottom: 'top',\n  top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n  return placement.replace(/left|right|bottom|top/g, function (matched) {\n    return hash[matched];\n  });\n}","var hash = {\n  start: 'end',\n  end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n  return placement.replace(/start|end/g, function (matched) {\n    return hash[matched];\n  });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n  var win = getWindow(node);\n  var scrollLeft = win.pageXOffset;\n  var scrollTop = win.pageYOffset;\n  return {\n    scrollLeft: scrollLeft,\n    scrollTop: scrollTop\n  };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n  // If <html> has a CSS width greater than the viewport, then this will be\n  // incorrect for RTL.\n  // Popper 1 is broken in this case and never had a bug report so let's assume\n  // it's not an issue. I don't think anyone ever specifies width on <html>\n  // anyway.\n  // Browsers where the left scrollbar doesn't cause an issue report `0` for\n  // this (e.g. Edge 2019, IE11, Safari)\n  return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n  // Firefox wants us to check `-x` and `-y` variations as well\n  var _getComputedStyle = getComputedStyle(element),\n      overflow = _getComputedStyle.overflow,\n      overflowX = _getComputedStyle.overflowX,\n      overflowY = _getComputedStyle.overflowY;\n\n  return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n  if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n    // $FlowFixMe[incompatible-return]: assume body is always available\n    return node.ownerDocument.body;\n  }\n\n  if (isHTMLElement(node) && isScrollParent(node)) {\n    return node;\n  }\n\n  return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n  var _element$ownerDocumen;\n\n  if (list === void 0) {\n    list = [];\n  }\n\n  var scrollParent = getScrollParent(element);\n  var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n  var win = getWindow(scrollParent);\n  var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n  var updatedList = list.concat(target);\n  return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n  updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n  return Object.assign({}, rect, {\n    left: rect.x,\n    top: rect.y,\n    right: rect.x + rect.width,\n    bottom: rect.y + rect.height\n  });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n  var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n  rect.top = rect.top + element.clientTop;\n  rect.left = rect.left + element.clientLeft;\n  rect.bottom = rect.top + element.clientHeight;\n  rect.right = rect.left + element.clientWidth;\n  rect.width = element.clientWidth;\n  rect.height = element.clientHeight;\n  rect.x = rect.left;\n  rect.y = rect.top;\n  return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n  return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n  var clippingParents = listScrollParents(getParentNode(element));\n  var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n  var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n  if (!isElement(clipperElement)) {\n    return [];\n  } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n  return clippingParents.filter(function (clippingParent) {\n    return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n  });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n  var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n  var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n  var firstClippingParent = clippingParents[0];\n  var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n    var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n    accRect.top = max(rect.top, accRect.top);\n    accRect.right = min(rect.right, accRect.right);\n    accRect.bottom = min(rect.bottom, accRect.bottom);\n    accRect.left = max(rect.left, accRect.left);\n    return accRect;\n  }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n  clippingRect.width = clippingRect.right - clippingRect.left;\n  clippingRect.height = clippingRect.bottom - clippingRect.top;\n  clippingRect.x = clippingRect.left;\n  clippingRect.y = clippingRect.top;\n  return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n  var win = getWindow(element);\n  var html = getDocumentElement(element);\n  var visualViewport = win.visualViewport;\n  var width = html.clientWidth;\n  var height = html.clientHeight;\n  var x = 0;\n  var y = 0;\n\n  if (visualViewport) {\n    width = visualViewport.width;\n    height = visualViewport.height;\n    var layoutViewport = isLayoutViewport();\n\n    if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n      x = visualViewport.offsetLeft;\n      y = visualViewport.offsetTop;\n    }\n  }\n\n  return {\n    width: width,\n    height: height,\n    x: x + getWindowScrollBarX(element),\n    y: y\n  };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `<html>` and `<body>` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n  var _element$ownerDocumen;\n\n  var html = getDocumentElement(element);\n  var winScroll = getWindowScroll(element);\n  var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n  var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n  var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n  var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n  var y = -winScroll.scrollTop;\n\n  if (getComputedStyle(body || html).direction === 'rtl') {\n    x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n  }\n\n  return {\n    width: width,\n    height: height,\n    x: x,\n    y: y\n  };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n  var reference = _ref.reference,\n      element = _ref.element,\n      placement = _ref.placement;\n  var basePlacement = placement ? getBasePlacement(placement) : null;\n  var variation = placement ? getVariation(placement) : null;\n  var commonX = reference.x + reference.width / 2 - element.width / 2;\n  var commonY = reference.y + reference.height / 2 - element.height / 2;\n  var offsets;\n\n  switch (basePlacement) {\n    case top:\n      offsets = {\n        x: commonX,\n        y: reference.y - element.height\n      };\n      break;\n\n    case bottom:\n      offsets = {\n        x: commonX,\n        y: reference.y + reference.height\n      };\n      break;\n\n    case right:\n      offsets = {\n        x: reference.x + reference.width,\n        y: commonY\n      };\n      break;\n\n    case left:\n      offsets = {\n        x: reference.x - element.width,\n        y: commonY\n      };\n      break;\n\n    default:\n      offsets = {\n        x: reference.x,\n        y: reference.y\n      };\n  }\n\n  var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n  if (mainAxis != null) {\n    var len = mainAxis === 'y' ? 'height' : 'width';\n\n    switch (variation) {\n      case start:\n        offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n        break;\n\n      case end:\n        offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n        break;\n\n      default:\n    }\n  }\n\n  return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n  if (options === void 0) {\n    options = {};\n  }\n\n  var _options = options,\n      _options$placement = _options.placement,\n      placement = _options$placement === void 0 ? state.placement : _options$placement,\n      _options$strategy = _options.strategy,\n      strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n      _options$boundary = _options.boundary,\n      boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n      _options$rootBoundary = _options.rootBoundary,\n      rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n      _options$elementConte = _options.elementContext,\n      elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n      _options$altBoundary = _options.altBoundary,\n      altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n      _options$padding = _options.padding,\n      padding = _options$padding === void 0 ? 0 : _options$padding;\n  var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n  var altContext = elementContext === popper ? reference : popper;\n  var popperRect = state.rects.popper;\n  var element = state.elements[altBoundary ? altContext : elementContext];\n  var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n  var referenceClientRect = getBoundingClientRect(state.elements.reference);\n  var popperOffsets = computeOffsets({\n    reference: referenceClientRect,\n    element: popperRect,\n    strategy: 'absolute',\n    placement: placement\n  });\n  var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n  var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n  // 0 or negative = within the clipping rect\n\n  var overflowOffsets = {\n    top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n    bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n    left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n    right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n  };\n  var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n  if (elementContext === popper && offsetData) {\n    var offset = offsetData[placement];\n    Object.keys(overflowOffsets).forEach(function (key) {\n      var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n      var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n      overflowOffsets[key] += offset[axis] * multiply;\n    });\n  }\n\n  return overflowOffsets;\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n  if (getBasePlacement(placement) === auto) {\n    return [];\n  }\n\n  var oppositePlacement = getOppositePlacement(placement);\n  return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n  var state = _ref.state,\n      options = _ref.options,\n      name = _ref.name;\n\n  if (state.modifiersData[name]._skip) {\n    return;\n  }\n\n  var _options$mainAxis = options.mainAxis,\n      checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n      _options$altAxis = options.altAxis,\n      checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n      specifiedFallbackPlacements = options.fallbackPlacements,\n      padding = options.padding,\n      boundary = options.boundary,\n      rootBoundary = options.rootBoundary,\n      altBoundary = options.altBoundary,\n      _options$flipVariatio = options.flipVariations,\n      flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n      allowedAutoPlacements = options.allowedAutoPlacements;\n  var preferredPlacement = state.options.placement;\n  var basePlacement = getBasePlacement(preferredPlacement);\n  var isBasePlacement = basePlacement === preferredPlacement;\n  var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n  var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n    return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      padding: padding,\n      flipVariations: flipVariations,\n      allowedAutoPlacements: allowedAutoPlacements\n    }) : placement);\n  }, []);\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var checksMap = new Map();\n  var makeFallbackChecks = true;\n  var firstFittingPlacement = placements[0];\n\n  for (var i = 0; i < placements.length; i++) {\n    var placement = placements[i];\n\n    var _basePlacement = getBasePlacement(placement);\n\n    var isStartVariation = getVariation(placement) === start;\n    var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n    var len = isVertical ? 'width' : 'height';\n    var overflow = detectOverflow(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      altBoundary: altBoundary,\n      padding: padding\n    });\n    var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n    if (referenceRect[len] > popperRect[len]) {\n      mainVariationSide = getOppositePlacement(mainVariationSide);\n    }\n\n    var altVariationSide = getOppositePlacement(mainVariationSide);\n    var checks = [];\n\n    if (checkMainAxis) {\n      checks.push(overflow[_basePlacement] <= 0);\n    }\n\n    if (checkAltAxis) {\n      checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n    }\n\n    if (checks.every(function (check) {\n      return check;\n    })) {\n      firstFittingPlacement = placement;\n      makeFallbackChecks = false;\n      break;\n    }\n\n    checksMap.set(placement, checks);\n  }\n\n  if (makeFallbackChecks) {\n    // `2` may be desired in some cases – research later\n    var numberOfChecks = flipVariations ? 3 : 1;\n\n    var _loop = function _loop(_i) {\n      var fittingPlacement = placements.find(function (placement) {\n        var checks = checksMap.get(placement);\n\n        if (checks) {\n          return checks.slice(0, _i).every(function (check) {\n            return check;\n          });\n        }\n      });\n\n      if (fittingPlacement) {\n        firstFittingPlacement = fittingPlacement;\n        return \"break\";\n      }\n    };\n\n    for (var _i = numberOfChecks; _i > 0; _i--) {\n      var _ret = _loop(_i);\n\n      if (_ret === \"break\") break;\n    }\n  }\n\n  if (state.placement !== firstFittingPlacement) {\n    state.modifiersData[name]._skip = true;\n    state.placement = firstFittingPlacement;\n    state.reset = true;\n  }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'flip',\n  enabled: true,\n  phase: 'main',\n  fn: flip,\n  requiresIfExists: ['offset'],\n  data: {\n    _skip: false\n  }\n};","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n  if (options === void 0) {\n    options = {};\n  }\n\n  var _options = options,\n      placement = _options.placement,\n      boundary = _options.boundary,\n      rootBoundary = _options.rootBoundary,\n      padding = _options.padding,\n      flipVariations = _options.flipVariations,\n      _options$allowedAutoP = _options.allowedAutoPlacements,\n      allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n  var variation = getVariation(placement);\n  var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n    return getVariation(placement) === variation;\n  }) : basePlacements;\n  var allowedPlacements = placements.filter(function (placement) {\n    return allowedAutoPlacements.indexOf(placement) >= 0;\n  });\n\n  if (allowedPlacements.length === 0) {\n    allowedPlacements = placements;\n\n    if (process.env.NODE_ENV !== \"production\") {\n      console.error(['Popper: The `allowedAutoPlacements` option did not allow any', 'placements. Ensure the `placement` option matches the variation', 'of the allowed placements.', 'For example, \"auto\" cannot be used to allow \"bottom-start\".', 'Use \"auto-start\" instead.'].join(' '));\n    }\n  } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n  var overflows = allowedPlacements.reduce(function (acc, placement) {\n    acc[placement] = detectOverflow(state, {\n      placement: placement,\n      boundary: boundary,\n      rootBoundary: rootBoundary,\n      padding: padding\n    })[getBasePlacement(placement)];\n    return acc;\n  }, {});\n  return Object.keys(overflows).sort(function (a, b) {\n    return overflows[a] - overflows[b];\n  });\n}","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n  if (preventedOffsets === void 0) {\n    preventedOffsets = {\n      x: 0,\n      y: 0\n    };\n  }\n\n  return {\n    top: overflow.top - rect.height - preventedOffsets.y,\n    right: overflow.right - rect.width + preventedOffsets.x,\n    bottom: overflow.bottom - rect.height + preventedOffsets.y,\n    left: overflow.left - rect.width - preventedOffsets.x\n  };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n  return [top, right, bottom, left].some(function (side) {\n    return overflow[side] >= 0;\n  });\n}\n\nfunction hide(_ref) {\n  var state = _ref.state,\n      name = _ref.name;\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var preventedOffsets = state.modifiersData.preventOverflow;\n  var referenceOverflow = detectOverflow(state, {\n    elementContext: 'reference'\n  });\n  var popperAltOverflow = detectOverflow(state, {\n    altBoundary: true\n  });\n  var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n  var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n  var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n  var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n  state.modifiersData[name] = {\n    referenceClippingOffsets: referenceClippingOffsets,\n    popperEscapeOffsets: popperEscapeOffsets,\n    isReferenceHidden: isReferenceHidden,\n    hasPopperEscaped: hasPopperEscaped\n  };\n  state.attributes.popper = Object.assign({}, state.attributes.popper, {\n    'data-popper-reference-hidden': isReferenceHidden,\n    'data-popper-escaped': hasPopperEscaped\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'hide',\n  enabled: true,\n  phase: 'main',\n  requiresIfExists: ['preventOverflow'],\n  fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n  var basePlacement = getBasePlacement(placement);\n  var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n  var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n    placement: placement\n  })) : offset,\n      skidding = _ref[0],\n      distance = _ref[1];\n\n  skidding = skidding || 0;\n  distance = (distance || 0) * invertDistance;\n  return [left, right].indexOf(basePlacement) >= 0 ? {\n    x: distance,\n    y: skidding\n  } : {\n    x: skidding,\n    y: distance\n  };\n}\n\nfunction offset(_ref2) {\n  var state = _ref2.state,\n      options = _ref2.options,\n      name = _ref2.name;\n  var _options$offset = options.offset,\n      offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n  var data = placements.reduce(function (acc, placement) {\n    acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n    return acc;\n  }, {});\n  var _data$state$placement = data[state.placement],\n      x = _data$state$placement.x,\n      y = _data$state$placement.y;\n\n  if (state.modifiersData.popperOffsets != null) {\n    state.modifiersData.popperOffsets.x += x;\n    state.modifiersData.popperOffsets.y += y;\n  }\n\n  state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'offset',\n  enabled: true,\n  phase: 'main',\n  requires: ['popperOffsets'],\n  fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n  var state = _ref.state,\n      name = _ref.name;\n  // Offsets are the actual position the popper needs to have to be\n  // properly positioned near its reference element\n  // This is the most basic placement, and will be adjusted by\n  // the modifiers in the next step\n  state.modifiersData[name] = computeOffsets({\n    reference: state.rects.reference,\n    element: state.rects.popper,\n    strategy: 'absolute',\n    placement: state.placement\n  });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'popperOffsets',\n  enabled: true,\n  phase: 'read',\n  fn: popperOffsets,\n  data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n  var state = _ref.state,\n      options = _ref.options,\n      name = _ref.name;\n  var _options$mainAxis = options.mainAxis,\n      checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n      _options$altAxis = options.altAxis,\n      checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n      boundary = options.boundary,\n      rootBoundary = options.rootBoundary,\n      altBoundary = options.altBoundary,\n      padding = options.padding,\n      _options$tether = options.tether,\n      tether = _options$tether === void 0 ? true : _options$tether,\n      _options$tetherOffset = options.tetherOffset,\n      tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n  var overflow = detectOverflow(state, {\n    boundary: boundary,\n    rootBoundary: rootBoundary,\n    padding: padding,\n    altBoundary: altBoundary\n  });\n  var basePlacement = getBasePlacement(state.placement);\n  var variation = getVariation(state.placement);\n  var isBasePlacement = !variation;\n  var mainAxis = getMainAxisFromPlacement(basePlacement);\n  var altAxis = getAltAxis(mainAxis);\n  var popperOffsets = state.modifiersData.popperOffsets;\n  var referenceRect = state.rects.reference;\n  var popperRect = state.rects.popper;\n  var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n    placement: state.placement\n  })) : tetherOffset;\n  var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n    mainAxis: tetherOffsetValue,\n    altAxis: tetherOffsetValue\n  } : Object.assign({\n    mainAxis: 0,\n    altAxis: 0\n  }, tetherOffsetValue);\n  var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n  var data = {\n    x: 0,\n    y: 0\n  };\n\n  if (!popperOffsets) {\n    return;\n  }\n\n  if (checkMainAxis) {\n    var _offsetModifierState$;\n\n    var mainSide = mainAxis === 'y' ? top : left;\n    var altSide = mainAxis === 'y' ? bottom : right;\n    var len = mainAxis === 'y' ? 'height' : 'width';\n    var offset = popperOffsets[mainAxis];\n    var min = offset + overflow[mainSide];\n    var max = offset - overflow[altSide];\n    var additive = tether ? -popperRect[len] / 2 : 0;\n    var minLen = variation === start ? referenceRect[len] : popperRect[len];\n    var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n    // outside the reference bounds\n\n    var arrowElement = state.elements.arrow;\n    var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n      width: 0,\n      height: 0\n    };\n    var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n    var arrowPaddingMin = arrowPaddingObject[mainSide];\n    var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n    // to include its full size in the calculation. If the reference is small\n    // and near the edge of a boundary, the popper can overflow even if the\n    // reference is not overflowing as well (e.g. virtual elements with no\n    // width or height)\n\n    var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n    var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n    var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n    var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n    var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n    var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n    var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n    var tetherMax = offset + maxOffset - offsetModifierValue;\n    var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n    popperOffsets[mainAxis] = preventedOffset;\n    data[mainAxis] = preventedOffset - offset;\n  }\n\n  if (checkAltAxis) {\n    var _offsetModifierState$2;\n\n    var _mainSide = mainAxis === 'x' ? top : left;\n\n    var _altSide = mainAxis === 'x' ? bottom : right;\n\n    var _offset = popperOffsets[altAxis];\n\n    var _len = altAxis === 'y' ? 'height' : 'width';\n\n    var _min = _offset + overflow[_mainSide];\n\n    var _max = _offset - overflow[_altSide];\n\n    var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n    var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n    var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n    var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n    var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n    popperOffsets[altAxis] = _preventedOffset;\n    data[altAxis] = _preventedOffset - _offset;\n  }\n\n  state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n  name: 'preventOverflow',\n  enabled: true,\n  phase: 'main',\n  fn: preventOverflow,\n  requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n  return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n  var rect = element.getBoundingClientRect();\n  var scaleX = round(rect.width) / element.offsetWidth || 1;\n  var scaleY = round(rect.height) / element.offsetHeight || 1;\n  return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n  if (isFixed === void 0) {\n    isFixed = false;\n  }\n\n  var isOffsetParentAnElement = isHTMLElement(offsetParent);\n  var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n  var documentElement = getDocumentElement(offsetParent);\n  var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n  var scroll = {\n    scrollLeft: 0,\n    scrollTop: 0\n  };\n  var offsets = {\n    x: 0,\n    y: 0\n  };\n\n  if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n    if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n    isScrollParent(documentElement)) {\n      scroll = getNodeScroll(offsetParent);\n    }\n\n    if (isHTMLElement(offsetParent)) {\n      offsets = getBoundingClientRect(offsetParent, true);\n      offsets.x += offsetParent.clientLeft;\n      offsets.y += offsetParent.clientTop;\n    } else if (documentElement) {\n      offsets.x = getWindowScrollBarX(documentElement);\n    }\n  }\n\n  return {\n    x: rect.left + scroll.scrollLeft - offsets.x,\n    y: rect.top + scroll.scrollTop - offsets.y,\n    width: rect.width,\n    height: rect.height\n  };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n  if (node === getWindow(node) || !isHTMLElement(node)) {\n    return getWindowScroll(node);\n  } else {\n    return getHTMLElementScroll(node);\n  }\n}","export default function getHTMLElementScroll(element) {\n  return {\n    scrollLeft: element.scrollLeft,\n    scrollTop: element.scrollTop\n  };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n  var map = new Map();\n  var visited = new Set();\n  var result = [];\n  modifiers.forEach(function (modifier) {\n    map.set(modifier.name, modifier);\n  }); // On visiting object, check for its dependencies and visit them recursively\n\n  function sort(modifier) {\n    visited.add(modifier.name);\n    var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n    requires.forEach(function (dep) {\n      if (!visited.has(dep)) {\n        var depModifier = map.get(dep);\n\n        if (depModifier) {\n          sort(depModifier);\n        }\n      }\n    });\n    result.push(modifier);\n  }\n\n  modifiers.forEach(function (modifier) {\n    if (!visited.has(modifier.name)) {\n      // check for visited object\n      sort(modifier);\n    }\n  });\n  return result;\n}\n\nexport default function orderModifiers(modifiers) {\n  // order based on dependencies\n  var orderedModifiers = order(modifiers); // order based on phase\n\n  return modifierPhases.reduce(function (acc, phase) {\n    return acc.concat(orderedModifiers.filter(function (modifier) {\n      return modifier.phase === phase;\n    }));\n  }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport getComputedStyle from \"./dom-utils/getComputedStyle.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport validateModifiers from \"./utils/validateModifiers.js\";\nimport uniqueBy from \"./utils/uniqueBy.js\";\nimport getBasePlacement from \"./utils/getBasePlacement.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nimport { auto } from \"./enums.js\";\nvar INVALID_ELEMENT_ERROR = 'Popper: Invalid reference or popper argument provided. They must be either a DOM element or virtual element.';\nvar INFINITE_LOOP_ERROR = 'Popper: An infinite loop in the modifiers cycle has been detected! The cycle has been interrupted to prevent a browser crash.';\nvar DEFAULT_OPTIONS = {\n  placement: 'bottom',\n  modifiers: [],\n  strategy: 'absolute'\n};\n\nfunction areValidElements() {\n  for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n    args[_key] = arguments[_key];\n  }\n\n  return !args.some(function (element) {\n    return !(element && typeof element.getBoundingClientRect === 'function');\n  });\n}\n\nexport function popperGenerator(generatorOptions) {\n  if (generatorOptions === void 0) {\n    generatorOptions = {};\n  }\n\n  var _generatorOptions = generatorOptions,\n      _generatorOptions$def = _generatorOptions.defaultModifiers,\n      defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n      _generatorOptions$def2 = _generatorOptions.defaultOptions,\n      defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n  return function createPopper(reference, popper, options) {\n    if (options === void 0) {\n      options = defaultOptions;\n    }\n\n    var state = {\n      placement: 'bottom',\n      orderedModifiers: [],\n      options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n      modifiersData: {},\n      elements: {\n        reference: reference,\n        popper: popper\n      },\n      attributes: {},\n      styles: {}\n    };\n    var effectCleanupFns = [];\n    var isDestroyed = false;\n    var instance = {\n      state: state,\n      setOptions: function setOptions(setOptionsAction) {\n        var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n        cleanupModifierEffects();\n        state.options = Object.assign({}, defaultOptions, state.options, options);\n        state.scrollParents = {\n          reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n          popper: listScrollParents(popper)\n        }; // Orders the modifiers based on their dependencies and `phase`\n        // properties\n\n        var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n        state.orderedModifiers = orderedModifiers.filter(function (m) {\n          return m.enabled;\n        }); // Validate the provided modifiers so that the consumer will get warned\n        // if one of the modifiers is invalid for any reason\n\n        if (process.env.NODE_ENV !== \"production\") {\n          var modifiers = uniqueBy([].concat(orderedModifiers, state.options.modifiers), function (_ref) {\n            var name = _ref.name;\n            return name;\n          });\n          validateModifiers(modifiers);\n\n          if (getBasePlacement(state.options.placement) === auto) {\n            var flipModifier = state.orderedModifiers.find(function (_ref2) {\n              var name = _ref2.name;\n              return name === 'flip';\n            });\n\n            if (!flipModifier) {\n              console.error(['Popper: \"auto\" placements require the \"flip\" modifier be', 'present and enabled to work.'].join(' '));\n            }\n          }\n\n          var _getComputedStyle = getComputedStyle(popper),\n              marginTop = _getComputedStyle.marginTop,\n              marginRight = _getComputedStyle.marginRight,\n              marginBottom = _getComputedStyle.marginBottom,\n              marginLeft = _getComputedStyle.marginLeft; // We no longer take into account `margins` on the popper, and it can\n          // cause bugs with positioning, so we'll warn the consumer\n\n\n          if ([marginTop, marginRight, marginBottom, marginLeft].some(function (margin) {\n            return parseFloat(margin);\n          })) {\n            console.warn(['Popper: CSS \"margin\" styles cannot be used to apply padding', 'between the popper and its reference element or boundary.', 'To replicate margin, use the `offset` modifier, as well as', 'the `padding` option in the `preventOverflow` and `flip`', 'modifiers.'].join(' '));\n          }\n        }\n\n        runModifierEffects();\n        return instance.update();\n      },\n      // Sync update – it will always be executed, even if not necessary. This\n      // is useful for low frequency updates where sync behavior simplifies the\n      // logic.\n      // For high frequency updates (e.g. `resize` and `scroll` events), always\n      // prefer the async Popper#update method\n      forceUpdate: function forceUpdate() {\n        if (isDestroyed) {\n          return;\n        }\n\n        var _state$elements = state.elements,\n            reference = _state$elements.reference,\n            popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n        // anymore\n\n        if (!areValidElements(reference, popper)) {\n          if (process.env.NODE_ENV !== \"production\") {\n            console.error(INVALID_ELEMENT_ERROR);\n          }\n\n          return;\n        } // Store the reference and popper rects to be read by modifiers\n\n\n        state.rects = {\n          reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n          popper: getLayoutRect(popper)\n        }; // Modifiers have the ability to reset the current update cycle. The\n        // most common use case for this is the `flip` modifier changing the\n        // placement, which then needs to re-run all the modifiers, because the\n        // logic was previously ran for the previous placement and is therefore\n        // stale/incorrect\n\n        state.reset = false;\n        state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n        // is filled with the initial data specified by the modifier. This means\n        // it doesn't persist and is fresh on each update.\n        // To ensure persistent data, use `${name}#persistent`\n\n        state.orderedModifiers.forEach(function (modifier) {\n          return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n        });\n        var __debug_loops__ = 0;\n\n        for (var index = 0; index < state.orderedModifiers.length; index++) {\n          if (process.env.NODE_ENV !== \"production\") {\n            __debug_loops__ += 1;\n\n            if (__debug_loops__ > 100) {\n              console.error(INFINITE_LOOP_ERROR);\n              break;\n            }\n          }\n\n          if (state.reset === true) {\n            state.reset = false;\n            index = -1;\n            continue;\n          }\n\n          var _state$orderedModifie = state.orderedModifiers[index],\n              fn = _state$orderedModifie.fn,\n              _state$orderedModifie2 = _state$orderedModifie.options,\n              _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n              name = _state$orderedModifie.name;\n\n          if (typeof fn === 'function') {\n            state = fn({\n              state: state,\n              options: _options,\n              name: name,\n              instance: instance\n            }) || state;\n          }\n        }\n      },\n      // Async and optimistically optimized update – it will not be executed if\n      // not necessary (debounced to run at most once-per-tick)\n      update: debounce(function () {\n        return new Promise(function (resolve) {\n          instance.forceUpdate();\n          resolve(state);\n        });\n      }),\n      destroy: function destroy() {\n        cleanupModifierEffects();\n        isDestroyed = true;\n      }\n    };\n\n    if (!areValidElements(reference, popper)) {\n      if (process.env.NODE_ENV !== \"production\") {\n        console.error(INVALID_ELEMENT_ERROR);\n      }\n\n      return instance;\n    }\n\n    instance.setOptions(options).then(function (state) {\n      if (!isDestroyed && options.onFirstUpdate) {\n        options.onFirstUpdate(state);\n      }\n    }); // Modifiers have the ability to execute arbitrary code before the first\n    // update cycle runs. They will be executed in the same order as the update\n    // cycle. This is useful when a modifier adds some persistent data that\n    // other modifiers need to use, but the modifier is run after the dependent\n    // one.\n\n    function runModifierEffects() {\n      state.orderedModifiers.forEach(function (_ref3) {\n        var name = _ref3.name,\n            _ref3$options = _ref3.options,\n            options = _ref3$options === void 0 ? {} : _ref3$options,\n            effect = _ref3.effect;\n\n        if (typeof effect === 'function') {\n          var cleanupFn = effect({\n            state: state,\n            name: name,\n            instance: instance,\n            options: options\n          });\n\n          var noopFn = function noopFn() {};\n\n          effectCleanupFns.push(cleanupFn || noopFn);\n        }\n      });\n    }\n\n    function cleanupModifierEffects() {\n      effectCleanupFns.forEach(function (fn) {\n        return fn();\n      });\n      effectCleanupFns = [];\n    }\n\n    return instance;\n  };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n  var pending;\n  return function () {\n    if (!pending) {\n      pending = new Promise(function (resolve) {\n        Promise.resolve().then(function () {\n          pending = undefined;\n          resolve(fn());\n        });\n      });\n    }\n\n    return pending;\n  };\n}","export default function mergeByName(modifiers) {\n  var merged = modifiers.reduce(function (merged, current) {\n    var existing = merged[current.name];\n    merged[current.name] = existing ? Object.assign({}, existing, current, {\n      options: Object.assign({}, existing.options, current.options),\n      data: Object.assign({}, existing.data, current.data)\n    }) : current;\n    return merged;\n  }, {}); // IE11 does not support Object.values\n\n  return Object.keys(merged).map(function (key) {\n    return merged[key];\n  });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n  defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n  defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","/*!\n  * Bootstrap v5.2.3 (https://getbootstrap.com/)\n  * Copyright 2011-2022 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)\n  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n  */\nimport * as Popper from '@popperjs/core';\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend'; // Shout-out Angus Croll (https://goo.gl/pxwQGp)\n\nconst toType = object => {\n  if (object === null || object === undefined) {\n    return `${object}`;\n  }\n\n  return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n/**\n * Public Util API\n */\n\n\nconst getUID = prefix => {\n  do {\n    prefix += Math.floor(Math.random() * MAX_UID);\n  } while (document.getElementById(prefix));\n\n  return prefix;\n};\n\nconst getSelector = element => {\n  let selector = element.getAttribute('data-bs-target');\n\n  if (!selector || selector === '#') {\n    let hrefAttribute = element.getAttribute('href'); // The only valid content that could double as a selector are IDs or classes,\n    // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n    // `document.querySelector` will rightfully complain it is invalid.\n    // See https://github.com/twbs/bootstrap/issues/32273\n\n    if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n      return null;\n    } // Just in case some CMS puts out a full URL with the anchor appended\n\n\n    if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n      hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n    }\n\n    selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n  }\n\n  return selector;\n};\n\nconst getSelectorFromElement = element => {\n  const selector = getSelector(element);\n\n  if (selector) {\n    return document.querySelector(selector) ? selector : null;\n  }\n\n  return null;\n};\n\nconst getElementFromSelector = element => {\n  const selector = getSelector(element);\n  return selector ? document.querySelector(selector) : null;\n};\n\nconst getTransitionDurationFromElement = element => {\n  if (!element) {\n    return 0;\n  } // Get transition-duration of the element\n\n\n  let {\n    transitionDuration,\n    transitionDelay\n  } = window.getComputedStyle(element);\n  const floatTransitionDuration = Number.parseFloat(transitionDuration);\n  const floatTransitionDelay = Number.parseFloat(transitionDelay); // Return 0 if element or transition duration is not found\n\n  if (!floatTransitionDuration && !floatTransitionDelay) {\n    return 0;\n  } // If multiple durations are defined, take the first\n\n\n  transitionDuration = transitionDuration.split(',')[0];\n  transitionDelay = transitionDelay.split(',')[0];\n  return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\n\nconst triggerTransitionEnd = element => {\n  element.dispatchEvent(new Event(TRANSITION_END));\n};\n\nconst isElement = object => {\n  if (!object || typeof object !== 'object') {\n    return false;\n  }\n\n  if (typeof object.jquery !== 'undefined') {\n    object = object[0];\n  }\n\n  return typeof object.nodeType !== 'undefined';\n};\n\nconst getElement = object => {\n  // it's a jQuery object or a node element\n  if (isElement(object)) {\n    return object.jquery ? object[0] : object;\n  }\n\n  if (typeof object === 'string' && object.length > 0) {\n    return document.querySelector(object);\n  }\n\n  return null;\n};\n\nconst isVisible = element => {\n  if (!isElement(element) || element.getClientRects().length === 0) {\n    return false;\n  }\n\n  const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'; // Handle `details` element as its content may falsie appear visible when it is closed\n\n  const closedDetails = element.closest('details:not([open])');\n\n  if (!closedDetails) {\n    return elementIsVisible;\n  }\n\n  if (closedDetails !== element) {\n    const summary = element.closest('summary');\n\n    if (summary && summary.parentNode !== closedDetails) {\n      return false;\n    }\n\n    if (summary === null) {\n      return false;\n    }\n  }\n\n  return elementIsVisible;\n};\n\nconst isDisabled = element => {\n  if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n    return true;\n  }\n\n  if (element.classList.contains('disabled')) {\n    return true;\n  }\n\n  if (typeof element.disabled !== 'undefined') {\n    return element.disabled;\n  }\n\n  return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\n\nconst findShadowRoot = element => {\n  if (!document.documentElement.attachShadow) {\n    return null;\n  } // Can find the shadow root otherwise it'll return the document\n\n\n  if (typeof element.getRootNode === 'function') {\n    const root = element.getRootNode();\n    return root instanceof ShadowRoot ? root : null;\n  }\n\n  if (element instanceof ShadowRoot) {\n    return element;\n  } // when we don't find a shadow root\n\n\n  if (!element.parentNode) {\n    return null;\n  }\n\n  return findShadowRoot(element.parentNode);\n};\n\nconst noop = () => {};\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\n\n\nconst reflow = element => {\n  element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\n\nconst getjQuery = () => {\n  if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n    return window.jQuery;\n  }\n\n  return null;\n};\n\nconst DOMContentLoadedCallbacks = [];\n\nconst onDOMContentLoaded = callback => {\n  if (document.readyState === 'loading') {\n    // add listener on the first call when the document is in loading state\n    if (!DOMContentLoadedCallbacks.length) {\n      document.addEventListener('DOMContentLoaded', () => {\n        for (const callback of DOMContentLoadedCallbacks) {\n          callback();\n        }\n      });\n    }\n\n    DOMContentLoadedCallbacks.push(callback);\n  } else {\n    callback();\n  }\n};\n\nconst isRTL = () => document.documentElement.dir === 'rtl';\n\nconst defineJQueryPlugin = plugin => {\n  onDOMContentLoaded(() => {\n    const $ = getjQuery();\n    /* istanbul ignore if */\n\n    if ($) {\n      const name = plugin.NAME;\n      const JQUERY_NO_CONFLICT = $.fn[name];\n      $.fn[name] = plugin.jQueryInterface;\n      $.fn[name].Constructor = plugin;\n\n      $.fn[name].noConflict = () => {\n        $.fn[name] = JQUERY_NO_CONFLICT;\n        return plugin.jQueryInterface;\n      };\n    }\n  });\n};\n\nconst execute = callback => {\n  if (typeof callback === 'function') {\n    callback();\n  }\n};\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n  if (!waitForTransition) {\n    execute(callback);\n    return;\n  }\n\n  const durationPadding = 5;\n  const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n  let called = false;\n\n  const handler = ({\n    target\n  }) => {\n    if (target !== transitionElement) {\n      return;\n    }\n\n    called = true;\n    transitionElement.removeEventListener(TRANSITION_END, handler);\n    execute(callback);\n  };\n\n  transitionElement.addEventListener(TRANSITION_END, handler);\n  setTimeout(() => {\n    if (!called) {\n      triggerTransitionEnd(transitionElement);\n    }\n  }, emulatedDuration);\n};\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list    The list of elements\n * @param activeElement   The active element\n * @param shouldGetNext   Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\n\n\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n  const listLength = list.length;\n  let index = list.indexOf(activeElement); // if the element does not exist in the list return an element\n  // depending on the direction and if cycle is allowed\n\n  if (index === -1) {\n    return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n  }\n\n  index += shouldGetNext ? 1 : -1;\n\n  if (isCycleAllowed) {\n    index = (index + listLength) % listLength;\n  }\n\n  return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\n\nlet uidEvent = 1;\nconst customEvents = {\n  mouseenter: 'mouseover',\n  mouseleave: 'mouseout'\n};\nconst nativeEvents = new Set(['click', 'dblclick', 'mouseup', 'mousedown', 'contextmenu', 'mousewheel', 'DOMMouseScroll', 'mouseover', 'mouseout', 'mousemove', 'selectstart', 'selectend', 'keydown', 'keypress', 'keyup', 'orientationchange', 'touchstart', 'touchmove', 'touchend', 'touchcancel', 'pointerdown', 'pointermove', 'pointerup', 'pointerleave', 'pointercancel', 'gesturestart', 'gesturechange', 'gestureend', 'focus', 'blur', 'change', 'reset', 'select', 'submit', 'focusin', 'focusout', 'load', 'unload', 'beforeunload', 'resize', 'move', 'DOMContentLoaded', 'readystatechange', 'error', 'abort', 'scroll']);\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n  return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\n\nfunction getElementEvents(element) {\n  const uid = makeEventUid(element);\n  element.uidEvent = uid;\n  eventRegistry[uid] = eventRegistry[uid] || {};\n  return eventRegistry[uid];\n}\n\nfunction bootstrapHandler(element, fn) {\n  return function handler(event) {\n    hydrateObj(event, {\n      delegateTarget: element\n    });\n\n    if (handler.oneOff) {\n      EventHandler.off(element, event.type, fn);\n    }\n\n    return fn.apply(element, [event]);\n  };\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n  return function handler(event) {\n    const domElements = element.querySelectorAll(selector);\n\n    for (let {\n      target\n    } = event; target && target !== this; target = target.parentNode) {\n      for (const domElement of domElements) {\n        if (domElement !== target) {\n          continue;\n        }\n\n        hydrateObj(event, {\n          delegateTarget: target\n        });\n\n        if (handler.oneOff) {\n          EventHandler.off(element, event.type, selector, fn);\n        }\n\n        return fn.apply(target, [event]);\n      }\n    }\n  };\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n  return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n  const isDelegated = typeof handler === 'string'; // todo: tooltip passes `false` instead of selector, so we need to check\n\n  const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n  let typeEvent = getTypeEvent(originalTypeEvent);\n\n  if (!nativeEvents.has(typeEvent)) {\n    typeEvent = originalTypeEvent;\n  }\n\n  return [isDelegated, callable, typeEvent];\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n  if (typeof originalTypeEvent !== 'string' || !element) {\n    return;\n  }\n\n  let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction); // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n  // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n\n  if (originalTypeEvent in customEvents) {\n    const wrapFunction = fn => {\n      return function (event) {\n        if (!event.relatedTarget || event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget)) {\n          return fn.call(this, event);\n        }\n      };\n    };\n\n    callable = wrapFunction(callable);\n  }\n\n  const events = getElementEvents(element);\n  const handlers = events[typeEvent] || (events[typeEvent] = {});\n  const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n\n  if (previousFunction) {\n    previousFunction.oneOff = previousFunction.oneOff && oneOff;\n    return;\n  }\n\n  const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''));\n  const fn = isDelegated ? bootstrapDelegationHandler(element, handler, callable) : bootstrapHandler(element, callable);\n  fn.delegationSelector = isDelegated ? handler : null;\n  fn.callable = callable;\n  fn.oneOff = oneOff;\n  fn.uidEvent = uid;\n  handlers[uid] = fn;\n  element.addEventListener(typeEvent, fn, isDelegated);\n}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n  const fn = findHandler(events[typeEvent], handler, delegationSelector);\n\n  if (!fn) {\n    return;\n  }\n\n  element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n  delete events[typeEvent][fn.uidEvent];\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n  const storeElementEvent = events[typeEvent] || {};\n\n  for (const handlerKey of Object.keys(storeElementEvent)) {\n    if (handlerKey.includes(namespace)) {\n      const event = storeElementEvent[handlerKey];\n      removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n    }\n  }\n}\n\nfunction getTypeEvent(event) {\n  // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n  event = event.replace(stripNameRegex, '');\n  return customEvents[event] || event;\n}\n\nconst EventHandler = {\n  on(element, event, handler, delegationFunction) {\n    addHandler(element, event, handler, delegationFunction, false);\n  },\n\n  one(element, event, handler, delegationFunction) {\n    addHandler(element, event, handler, delegationFunction, true);\n  },\n\n  off(element, originalTypeEvent, handler, delegationFunction) {\n    if (typeof originalTypeEvent !== 'string' || !element) {\n      return;\n    }\n\n    const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n    const inNamespace = typeEvent !== originalTypeEvent;\n    const events = getElementEvents(element);\n    const storeElementEvent = events[typeEvent] || {};\n    const isNamespace = originalTypeEvent.startsWith('.');\n\n    if (typeof callable !== 'undefined') {\n      // Simplest case: handler is passed, remove that listener ONLY.\n      if (!Object.keys(storeElementEvent).length) {\n        return;\n      }\n\n      removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n      return;\n    }\n\n    if (isNamespace) {\n      for (const elementEvent of Object.keys(events)) {\n        removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n      }\n    }\n\n    for (const keyHandlers of Object.keys(storeElementEvent)) {\n      const handlerKey = keyHandlers.replace(stripUidRegex, '');\n\n      if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n        const event = storeElementEvent[keyHandlers];\n        removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n      }\n    }\n  },\n\n  trigger(element, event, args) {\n    if (typeof event !== 'string' || !element) {\n      return null;\n    }\n\n    const $ = getjQuery();\n    const typeEvent = getTypeEvent(event);\n    const inNamespace = event !== typeEvent;\n    let jQueryEvent = null;\n    let bubbles = true;\n    let nativeDispatch = true;\n    let defaultPrevented = false;\n\n    if (inNamespace && $) {\n      jQueryEvent = $.Event(event, args);\n      $(element).trigger(jQueryEvent);\n      bubbles = !jQueryEvent.isPropagationStopped();\n      nativeDispatch = !jQueryEvent.isImmediatePropagationStopped();\n      defaultPrevented = jQueryEvent.isDefaultPrevented();\n    }\n\n    let evt = new Event(event, {\n      bubbles,\n      cancelable: true\n    });\n    evt = hydrateObj(evt, args);\n\n    if (defaultPrevented) {\n      evt.preventDefault();\n    }\n\n    if (nativeDispatch) {\n      element.dispatchEvent(evt);\n    }\n\n    if (evt.defaultPrevented && jQueryEvent) {\n      jQueryEvent.preventDefault();\n    }\n\n    return evt;\n  }\n\n};\n\nfunction hydrateObj(obj, meta) {\n  for (const [key, value] of Object.entries(meta || {})) {\n    try {\n      obj[key] = value;\n    } catch (_unused) {\n      Object.defineProperty(obj, key, {\n        configurable: true,\n\n        get() {\n          return value;\n        }\n\n      });\n    }\n  }\n\n  return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\nconst elementMap = new Map();\nconst Data = {\n  set(element, key, instance) {\n    if (!elementMap.has(element)) {\n      elementMap.set(element, new Map());\n    }\n\n    const instanceMap = elementMap.get(element); // make it clear we only want one instance per element\n    // can be removed later when multiple key/instances are fine to be used\n\n    if (!instanceMap.has(key) && instanceMap.size !== 0) {\n      // eslint-disable-next-line no-console\n      console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`);\n      return;\n    }\n\n    instanceMap.set(key, instance);\n  },\n\n  get(element, key) {\n    if (elementMap.has(element)) {\n      return elementMap.get(element).get(key) || null;\n    }\n\n    return null;\n  },\n\n  remove(element, key) {\n    if (!elementMap.has(element)) {\n      return;\n    }\n\n    const instanceMap = elementMap.get(element);\n    instanceMap.delete(key); // free up element references if there are no instances left for an element\n\n    if (instanceMap.size === 0) {\n      elementMap.delete(element);\n    }\n  }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nfunction normalizeData(value) {\n  if (value === 'true') {\n    return true;\n  }\n\n  if (value === 'false') {\n    return false;\n  }\n\n  if (value === Number(value).toString()) {\n    return Number(value);\n  }\n\n  if (value === '' || value === 'null') {\n    return null;\n  }\n\n  if (typeof value !== 'string') {\n    return value;\n  }\n\n  try {\n    return JSON.parse(decodeURIComponent(value));\n  } catch (_unused) {\n    return value;\n  }\n}\n\nfunction normalizeDataKey(key) {\n  return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\n\nconst Manipulator = {\n  setDataAttribute(element, key, value) {\n    element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n  },\n\n  removeDataAttribute(element, key) {\n    element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n  },\n\n  getDataAttributes(element) {\n    if (!element) {\n      return {};\n    }\n\n    const attributes = {};\n    const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n\n    for (const key of bsKeys) {\n      let pureKey = key.replace(/^bs/, '');\n      pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length);\n      attributes[pureKey] = normalizeData(element.dataset[key]);\n    }\n\n    return attributes;\n  },\n\n  getDataAttribute(element, key) {\n    return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n  }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Class definition\n */\n\nclass Config {\n  // Getters\n  static get Default() {\n    return {};\n  }\n\n  static get DefaultType() {\n    return {};\n  }\n\n  static get NAME() {\n    throw new Error('You have to implement the static method \"NAME\", for each component!');\n  }\n\n  _getConfig(config) {\n    config = this._mergeConfigObj(config);\n    config = this._configAfterMerge(config);\n\n    this._typeCheckConfig(config);\n\n    return config;\n  }\n\n  _configAfterMerge(config) {\n    return config;\n  }\n\n  _mergeConfigObj(config, element) {\n    const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n    return { ...this.constructor.Default,\n      ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n      ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n      ...(typeof config === 'object' ? config : {})\n    };\n  }\n\n  _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n    for (const property of Object.keys(configTypes)) {\n      const expectedTypes = configTypes[property];\n      const value = config[property];\n      const valueType = isElement(value) ? 'element' : toType(value);\n\n      if (!new RegExp(expectedTypes).test(valueType)) {\n        throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n      }\n    }\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst VERSION = '5.2.3';\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n  constructor(element, config) {\n    super();\n    element = getElement(element);\n\n    if (!element) {\n      return;\n    }\n\n    this._element = element;\n    this._config = this._getConfig(config);\n    Data.set(this._element, this.constructor.DATA_KEY, this);\n  } // Public\n\n\n  dispose() {\n    Data.remove(this._element, this.constructor.DATA_KEY);\n    EventHandler.off(this._element, this.constructor.EVENT_KEY);\n\n    for (const propertyName of Object.getOwnPropertyNames(this)) {\n      this[propertyName] = null;\n    }\n  }\n\n  _queueCallback(callback, element, isAnimated = true) {\n    executeAfterTransition(callback, element, isAnimated);\n  }\n\n  _getConfig(config) {\n    config = this._mergeConfigObj(config, this._element);\n    config = this._configAfterMerge(config);\n\n    this._typeCheckConfig(config);\n\n    return config;\n  } // Static\n\n\n  static getInstance(element) {\n    return Data.get(getElement(element), this.DATA_KEY);\n  }\n\n  static getOrCreateInstance(element, config = {}) {\n    return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n  }\n\n  static get VERSION() {\n    return VERSION;\n  }\n\n  static get DATA_KEY() {\n    return `bs.${this.NAME}`;\n  }\n\n  static get EVENT_KEY() {\n    return `.${this.DATA_KEY}`;\n  }\n\n  static eventName(name) {\n    return `${name}${this.EVENT_KEY}`;\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n  const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n  const name = component.NAME;\n  EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n    if (['A', 'AREA'].includes(this.tagName)) {\n      event.preventDefault();\n    }\n\n    if (isDisabled(this)) {\n      return;\n    }\n\n    const target = getElementFromSelector(this) || this.closest(`.${name}`);\n    const instance = component.getOrCreateInstance(target); // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n\n    instance[method]();\n  });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$f = 'alert';\nconst DATA_KEY$a = 'bs.alert';\nconst EVENT_KEY$b = `.${DATA_KEY$a}`;\nconst EVENT_CLOSE = `close${EVENT_KEY$b}`;\nconst EVENT_CLOSED = `closed${EVENT_KEY$b}`;\nconst CLASS_NAME_FADE$5 = 'fade';\nconst CLASS_NAME_SHOW$8 = 'show';\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n  // Getters\n  static get NAME() {\n    return NAME$f;\n  } // Public\n\n\n  close() {\n    const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n\n    if (closeEvent.defaultPrevented) {\n      return;\n    }\n\n    this._element.classList.remove(CLASS_NAME_SHOW$8);\n\n    const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n\n    this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n  } // Private\n\n\n  _destroyElement() {\n    this._element.remove();\n\n    EventHandler.trigger(this._element, EVENT_CLOSED);\n    this.dispose();\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Alert.getOrCreateInstance(this);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config](this);\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nenableDismissTrigger(Alert, 'close');\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$e = 'button';\nconst DATA_KEY$9 = 'bs.button';\nconst EVENT_KEY$a = `.${DATA_KEY$9}`;\nconst DATA_API_KEY$6 = '.data-api';\nconst CLASS_NAME_ACTIVE$3 = 'active';\nconst SELECTOR_DATA_TOGGLE$5 = '[data-bs-toggle=\"button\"]';\nconst EVENT_CLICK_DATA_API$6 = `click${EVENT_KEY$a}${DATA_API_KEY$6}`;\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n  // Getters\n  static get NAME() {\n    return NAME$e;\n  } // Public\n\n\n  toggle() {\n    // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n    this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE$3));\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Button.getOrCreateInstance(this);\n\n      if (config === 'toggle') {\n        data[config]();\n      }\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$6, SELECTOR_DATA_TOGGLE$5, event => {\n  event.preventDefault();\n  const button = event.target.closest(SELECTOR_DATA_TOGGLE$5);\n  const data = Button.getOrCreateInstance(button);\n  data.toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SelectorEngine = {\n  find(selector, element = document.documentElement) {\n    return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n  },\n\n  findOne(selector, element = document.documentElement) {\n    return Element.prototype.querySelector.call(element, selector);\n  },\n\n  children(element, selector) {\n    return [].concat(...element.children).filter(child => child.matches(selector));\n  },\n\n  parents(element, selector) {\n    const parents = [];\n    let ancestor = element.parentNode.closest(selector);\n\n    while (ancestor) {\n      parents.push(ancestor);\n      ancestor = ancestor.parentNode.closest(selector);\n    }\n\n    return parents;\n  },\n\n  prev(element, selector) {\n    let previous = element.previousElementSibling;\n\n    while (previous) {\n      if (previous.matches(selector)) {\n        return [previous];\n      }\n\n      previous = previous.previousElementSibling;\n    }\n\n    return [];\n  },\n\n  // TODO: this is now unused; remove later along with prev()\n  next(element, selector) {\n    let next = element.nextElementSibling;\n\n    while (next) {\n      if (next.matches(selector)) {\n        return [next];\n      }\n\n      next = next.nextElementSibling;\n    }\n\n    return [];\n  },\n\n  focusableChildren(element) {\n    const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n    return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n  }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$d = 'swipe';\nconst EVENT_KEY$9 = '.bs.swipe';\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY$9}`;\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY$9}`;\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY$9}`;\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY$9}`;\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY$9}`;\nconst POINTER_TYPE_TOUCH = 'touch';\nconst POINTER_TYPE_PEN = 'pen';\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event';\nconst SWIPE_THRESHOLD = 40;\nconst Default$c = {\n  endCallback: null,\n  leftCallback: null,\n  rightCallback: null\n};\nconst DefaultType$c = {\n  endCallback: '(function|null)',\n  leftCallback: '(function|null)',\n  rightCallback: '(function|null)'\n};\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n  constructor(element, config) {\n    super();\n    this._element = element;\n\n    if (!element || !Swipe.isSupported()) {\n      return;\n    }\n\n    this._config = this._getConfig(config);\n    this._deltaX = 0;\n    this._supportPointerEvents = Boolean(window.PointerEvent);\n\n    this._initEvents();\n  } // Getters\n\n\n  static get Default() {\n    return Default$c;\n  }\n\n  static get DefaultType() {\n    return DefaultType$c;\n  }\n\n  static get NAME() {\n    return NAME$d;\n  } // Public\n\n\n  dispose() {\n    EventHandler.off(this._element, EVENT_KEY$9);\n  } // Private\n\n\n  _start(event) {\n    if (!this._supportPointerEvents) {\n      this._deltaX = event.touches[0].clientX;\n      return;\n    }\n\n    if (this._eventIsPointerPenTouch(event)) {\n      this._deltaX = event.clientX;\n    }\n  }\n\n  _end(event) {\n    if (this._eventIsPointerPenTouch(event)) {\n      this._deltaX = event.clientX - this._deltaX;\n    }\n\n    this._handleSwipe();\n\n    execute(this._config.endCallback);\n  }\n\n  _move(event) {\n    this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n  }\n\n  _handleSwipe() {\n    const absDeltaX = Math.abs(this._deltaX);\n\n    if (absDeltaX <= SWIPE_THRESHOLD) {\n      return;\n    }\n\n    const direction = absDeltaX / this._deltaX;\n    this._deltaX = 0;\n\n    if (!direction) {\n      return;\n    }\n\n    execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n  }\n\n  _initEvents() {\n    if (this._supportPointerEvents) {\n      EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n      EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n\n      this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n    } else {\n      EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n      EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n      EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n    }\n  }\n\n  _eventIsPointerPenTouch(event) {\n    return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n  } // Static\n\n\n  static isSupported() {\n    return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$c = 'carousel';\nconst DATA_KEY$8 = 'bs.carousel';\nconst EVENT_KEY$8 = `.${DATA_KEY$8}`;\nconst DATA_API_KEY$5 = '.data-api';\nconst ARROW_LEFT_KEY$1 = 'ArrowLeft';\nconst ARROW_RIGHT_KEY$1 = 'ArrowRight';\nconst TOUCHEVENT_COMPAT_WAIT = 500; // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next';\nconst ORDER_PREV = 'prev';\nconst DIRECTION_LEFT = 'left';\nconst DIRECTION_RIGHT = 'right';\nconst EVENT_SLIDE = `slide${EVENT_KEY$8}`;\nconst EVENT_SLID = `slid${EVENT_KEY$8}`;\nconst EVENT_KEYDOWN$1 = `keydown${EVENT_KEY$8}`;\nconst EVENT_MOUSEENTER$1 = `mouseenter${EVENT_KEY$8}`;\nconst EVENT_MOUSELEAVE$1 = `mouseleave${EVENT_KEY$8}`;\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY$8}`;\nconst EVENT_LOAD_DATA_API$3 = `load${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst EVENT_CLICK_DATA_API$5 = `click${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst CLASS_NAME_CAROUSEL = 'carousel';\nconst CLASS_NAME_ACTIVE$2 = 'active';\nconst CLASS_NAME_SLIDE = 'slide';\nconst CLASS_NAME_END = 'carousel-item-end';\nconst CLASS_NAME_START = 'carousel-item-start';\nconst CLASS_NAME_NEXT = 'carousel-item-next';\nconst CLASS_NAME_PREV = 'carousel-item-prev';\nconst SELECTOR_ACTIVE = '.active';\nconst SELECTOR_ITEM = '.carousel-item';\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM;\nconst SELECTOR_ITEM_IMG = '.carousel-item img';\nconst SELECTOR_INDICATORS = '.carousel-indicators';\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]';\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]';\nconst KEY_TO_DIRECTION = {\n  [ARROW_LEFT_KEY$1]: DIRECTION_RIGHT,\n  [ARROW_RIGHT_KEY$1]: DIRECTION_LEFT\n};\nconst Default$b = {\n  interval: 5000,\n  keyboard: true,\n  pause: 'hover',\n  ride: false,\n  touch: true,\n  wrap: true\n};\nconst DefaultType$b = {\n  interval: '(number|boolean)',\n  // TODO:v6 remove boolean support\n  keyboard: 'boolean',\n  pause: '(string|boolean)',\n  ride: '(boolean|string)',\n  touch: 'boolean',\n  wrap: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._interval = null;\n    this._activeElement = null;\n    this._isSliding = false;\n    this.touchTimeout = null;\n    this._swipeHelper = null;\n    this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n\n    this._addEventListeners();\n\n    if (this._config.ride === CLASS_NAME_CAROUSEL) {\n      this.cycle();\n    }\n  } // Getters\n\n\n  static get Default() {\n    return Default$b;\n  }\n\n  static get DefaultType() {\n    return DefaultType$b;\n  }\n\n  static get NAME() {\n    return NAME$c;\n  } // Public\n\n\n  next() {\n    this._slide(ORDER_NEXT);\n  }\n\n  nextWhenVisible() {\n    // FIXME TODO use `document.visibilityState`\n    // Don't call next when the page isn't visible\n    // or the carousel or its parent isn't visible\n    if (!document.hidden && isVisible(this._element)) {\n      this.next();\n    }\n  }\n\n  prev() {\n    this._slide(ORDER_PREV);\n  }\n\n  pause() {\n    if (this._isSliding) {\n      triggerTransitionEnd(this._element);\n    }\n\n    this._clearInterval();\n  }\n\n  cycle() {\n    this._clearInterval();\n\n    this._updateInterval();\n\n    this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n  }\n\n  _maybeEnableCycle() {\n    if (!this._config.ride) {\n      return;\n    }\n\n    if (this._isSliding) {\n      EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n      return;\n    }\n\n    this.cycle();\n  }\n\n  to(index) {\n    const items = this._getItems();\n\n    if (index > items.length - 1 || index < 0) {\n      return;\n    }\n\n    if (this._isSliding) {\n      EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n      return;\n    }\n\n    const activeIndex = this._getItemIndex(this._getActive());\n\n    if (activeIndex === index) {\n      return;\n    }\n\n    const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n\n    this._slide(order, items[index]);\n  }\n\n  dispose() {\n    if (this._swipeHelper) {\n      this._swipeHelper.dispose();\n    }\n\n    super.dispose();\n  } // Private\n\n\n  _configAfterMerge(config) {\n    config.defaultInterval = config.interval;\n    return config;\n  }\n\n  _addEventListeners() {\n    if (this._config.keyboard) {\n      EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n    }\n\n    if (this._config.pause === 'hover') {\n      EventHandler.on(this._element, EVENT_MOUSEENTER$1, () => this.pause());\n      EventHandler.on(this._element, EVENT_MOUSELEAVE$1, () => this._maybeEnableCycle());\n    }\n\n    if (this._config.touch && Swipe.isSupported()) {\n      this._addTouchEventListeners();\n    }\n  }\n\n  _addTouchEventListeners() {\n    for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n      EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault());\n    }\n\n    const endCallBack = () => {\n      if (this._config.pause !== 'hover') {\n        return;\n      } // If it's a touch-enabled device, mouseenter/leave are fired as\n      // part of the mouse compatibility events on first tap - the carousel\n      // would stop cycling until user tapped out of it;\n      // here, we listen for touchend, explicitly pause the carousel\n      // (as if it's the second time we tap on it, mouseenter compat event\n      // is NOT fired) and after a timeout (to allow for mouse compatibility\n      // events to fire) we explicitly restart cycling\n\n\n      this.pause();\n\n      if (this.touchTimeout) {\n        clearTimeout(this.touchTimeout);\n      }\n\n      this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n    };\n\n    const swipeConfig = {\n      leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n      rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n      endCallback: endCallBack\n    };\n    this._swipeHelper = new Swipe(this._element, swipeConfig);\n  }\n\n  _keydown(event) {\n    if (/input|textarea/i.test(event.target.tagName)) {\n      return;\n    }\n\n    const direction = KEY_TO_DIRECTION[event.key];\n\n    if (direction) {\n      event.preventDefault();\n\n      this._slide(this._directionToOrder(direction));\n    }\n  }\n\n  _getItemIndex(element) {\n    return this._getItems().indexOf(element);\n  }\n\n  _setActiveIndicatorElement(index) {\n    if (!this._indicatorsElement) {\n      return;\n    }\n\n    const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement);\n    activeIndicator.classList.remove(CLASS_NAME_ACTIVE$2);\n    activeIndicator.removeAttribute('aria-current');\n    const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement);\n\n    if (newActiveIndicator) {\n      newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n      newActiveIndicator.setAttribute('aria-current', 'true');\n    }\n  }\n\n  _updateInterval() {\n    const element = this._activeElement || this._getActive();\n\n    if (!element) {\n      return;\n    }\n\n    const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n    this._config.interval = elementInterval || this._config.defaultInterval;\n  }\n\n  _slide(order, element = null) {\n    if (this._isSliding) {\n      return;\n    }\n\n    const activeElement = this._getActive();\n\n    const isNext = order === ORDER_NEXT;\n    const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n\n    if (nextElement === activeElement) {\n      return;\n    }\n\n    const nextElementIndex = this._getItemIndex(nextElement);\n\n    const triggerEvent = eventName => {\n      return EventHandler.trigger(this._element, eventName, {\n        relatedTarget: nextElement,\n        direction: this._orderToDirection(order),\n        from: this._getItemIndex(activeElement),\n        to: nextElementIndex\n      });\n    };\n\n    const slideEvent = triggerEvent(EVENT_SLIDE);\n\n    if (slideEvent.defaultPrevented) {\n      return;\n    }\n\n    if (!activeElement || !nextElement) {\n      // Some weirdness is happening, so we bail\n      // todo: change tests that use empty divs to avoid this check\n      return;\n    }\n\n    const isCycling = Boolean(this._interval);\n    this.pause();\n    this._isSliding = true;\n\n    this._setActiveIndicatorElement(nextElementIndex);\n\n    this._activeElement = nextElement;\n    const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END;\n    const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV;\n    nextElement.classList.add(orderClassName);\n    reflow(nextElement);\n    activeElement.classList.add(directionalClassName);\n    nextElement.classList.add(directionalClassName);\n\n    const completeCallBack = () => {\n      nextElement.classList.remove(directionalClassName, orderClassName);\n      nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n      activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n      this._isSliding = false;\n      triggerEvent(EVENT_SLID);\n    };\n\n    this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n\n    if (isCycling) {\n      this.cycle();\n    }\n  }\n\n  _isAnimated() {\n    return this._element.classList.contains(CLASS_NAME_SLIDE);\n  }\n\n  _getActive() {\n    return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n  }\n\n  _getItems() {\n    return SelectorEngine.find(SELECTOR_ITEM, this._element);\n  }\n\n  _clearInterval() {\n    if (this._interval) {\n      clearInterval(this._interval);\n      this._interval = null;\n    }\n  }\n\n  _directionToOrder(direction) {\n    if (isRTL()) {\n      return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n    }\n\n    return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n  }\n\n  _orderToDirection(order) {\n    if (isRTL()) {\n      return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n    }\n\n    return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Carousel.getOrCreateInstance(this, config);\n\n      if (typeof config === 'number') {\n        data.to(config);\n        return;\n      }\n\n      if (typeof config === 'string') {\n        if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n\n        data[config]();\n      }\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n  const target = getElementFromSelector(this);\n\n  if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n    return;\n  }\n\n  event.preventDefault();\n  const carousel = Carousel.getOrCreateInstance(target);\n  const slideIndex = this.getAttribute('data-bs-slide-to');\n\n  if (slideIndex) {\n    carousel.to(slideIndex);\n\n    carousel._maybeEnableCycle();\n\n    return;\n  }\n\n  if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n    carousel.next();\n\n    carousel._maybeEnableCycle();\n\n    return;\n  }\n\n  carousel.prev();\n\n  carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n  const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n\n  for (const carousel of carousels) {\n    Carousel.getOrCreateInstance(carousel);\n  }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$b = 'collapse';\nconst DATA_KEY$7 = 'bs.collapse';\nconst EVENT_KEY$7 = `.${DATA_KEY$7}`;\nconst DATA_API_KEY$4 = '.data-api';\nconst EVENT_SHOW$6 = `show${EVENT_KEY$7}`;\nconst EVENT_SHOWN$6 = `shown${EVENT_KEY$7}`;\nconst EVENT_HIDE$6 = `hide${EVENT_KEY$7}`;\nconst EVENT_HIDDEN$6 = `hidden${EVENT_KEY$7}`;\nconst EVENT_CLICK_DATA_API$4 = `click${EVENT_KEY$7}${DATA_API_KEY$4}`;\nconst CLASS_NAME_SHOW$7 = 'show';\nconst CLASS_NAME_COLLAPSE = 'collapse';\nconst CLASS_NAME_COLLAPSING = 'collapsing';\nconst CLASS_NAME_COLLAPSED = 'collapsed';\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`;\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal';\nconst WIDTH = 'width';\nconst HEIGHT = 'height';\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing';\nconst SELECTOR_DATA_TOGGLE$4 = '[data-bs-toggle=\"collapse\"]';\nconst Default$a = {\n  parent: null,\n  toggle: true\n};\nconst DefaultType$a = {\n  parent: '(null|element)',\n  toggle: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._isTransitioning = false;\n    this._triggerArray = [];\n    const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE$4);\n\n    for (const elem of toggleList) {\n      const selector = getSelectorFromElement(elem);\n      const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n\n      if (selector !== null && filterElement.length) {\n        this._triggerArray.push(elem);\n      }\n    }\n\n    this._initializeChildren();\n\n    if (!this._config.parent) {\n      this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n    }\n\n    if (this._config.toggle) {\n      this.toggle();\n    }\n  } // Getters\n\n\n  static get Default() {\n    return Default$a;\n  }\n\n  static get DefaultType() {\n    return DefaultType$a;\n  }\n\n  static get NAME() {\n    return NAME$b;\n  } // Public\n\n\n  toggle() {\n    if (this._isShown()) {\n      this.hide();\n    } else {\n      this.show();\n    }\n  }\n\n  show() {\n    if (this._isTransitioning || this._isShown()) {\n      return;\n    }\n\n    let activeChildren = []; // find active children\n\n    if (this._config.parent) {\n      activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES).filter(element => element !== this._element).map(element => Collapse.getOrCreateInstance(element, {\n        toggle: false\n      }));\n    }\n\n    if (activeChildren.length && activeChildren[0]._isTransitioning) {\n      return;\n    }\n\n    const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n\n    if (startEvent.defaultPrevented) {\n      return;\n    }\n\n    for (const activeInstance of activeChildren) {\n      activeInstance.hide();\n    }\n\n    const dimension = this._getDimension();\n\n    this._element.classList.remove(CLASS_NAME_COLLAPSE);\n\n    this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n    this._element.style[dimension] = 0;\n\n    this._addAriaAndCollapsedClass(this._triggerArray, true);\n\n    this._isTransitioning = true;\n\n    const complete = () => {\n      this._isTransitioning = false;\n\n      this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n      this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n      this._element.style[dimension] = '';\n      EventHandler.trigger(this._element, EVENT_SHOWN$6);\n    };\n\n    const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n    const scrollSize = `scroll${capitalizedDimension}`;\n\n    this._queueCallback(complete, this._element, true);\n\n    this._element.style[dimension] = `${this._element[scrollSize]}px`;\n  }\n\n  hide() {\n    if (this._isTransitioning || !this._isShown()) {\n      return;\n    }\n\n    const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n\n    if (startEvent.defaultPrevented) {\n      return;\n    }\n\n    const dimension = this._getDimension();\n\n    this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n    reflow(this._element);\n\n    this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n    this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n    for (const trigger of this._triggerArray) {\n      const element = getElementFromSelector(trigger);\n\n      if (element && !this._isShown(element)) {\n        this._addAriaAndCollapsedClass([trigger], false);\n      }\n    }\n\n    this._isTransitioning = true;\n\n    const complete = () => {\n      this._isTransitioning = false;\n\n      this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n      this._element.classList.add(CLASS_NAME_COLLAPSE);\n\n      EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n    };\n\n    this._element.style[dimension] = '';\n\n    this._queueCallback(complete, this._element, true);\n  }\n\n  _isShown(element = this._element) {\n    return element.classList.contains(CLASS_NAME_SHOW$7);\n  } // Private\n\n\n  _configAfterMerge(config) {\n    config.toggle = Boolean(config.toggle); // Coerce string values\n\n    config.parent = getElement(config.parent);\n    return config;\n  }\n\n  _getDimension() {\n    return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n  }\n\n  _initializeChildren() {\n    if (!this._config.parent) {\n      return;\n    }\n\n    const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n\n    for (const element of children) {\n      const selected = getElementFromSelector(element);\n\n      if (selected) {\n        this._addAriaAndCollapsedClass([element], this._isShown(selected));\n      }\n    }\n  }\n\n  _getFirstLevelChildren(selector) {\n    const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent); // remove children if greater depth\n\n    return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n  }\n\n  _addAriaAndCollapsedClass(triggerArray, isOpen) {\n    if (!triggerArray.length) {\n      return;\n    }\n\n    for (const element of triggerArray) {\n      element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n      element.setAttribute('aria-expanded', isOpen);\n    }\n  } // Static\n\n\n  static jQueryInterface(config) {\n    const _config = {};\n\n    if (typeof config === 'string' && /show|hide/.test(config)) {\n      _config.toggle = false;\n    }\n\n    return this.each(function () {\n      const data = Collapse.getOrCreateInstance(this, _config);\n\n      if (typeof config === 'string') {\n        if (typeof data[config] === 'undefined') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n\n        data[config]();\n      }\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n  // preventDefault only for <a> elements (which change the URL) not inside the collapsible element\n  if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n    event.preventDefault();\n  }\n\n  const selector = getSelectorFromElement(this);\n  const selectorElements = SelectorEngine.find(selector);\n\n  for (const element of selectorElements) {\n    Collapse.getOrCreateInstance(element, {\n      toggle: false\n    }).toggle();\n  }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$a = 'dropdown';\nconst DATA_KEY$6 = 'bs.dropdown';\nconst EVENT_KEY$6 = `.${DATA_KEY$6}`;\nconst DATA_API_KEY$3 = '.data-api';\nconst ESCAPE_KEY$2 = 'Escape';\nconst TAB_KEY$1 = 'Tab';\nconst ARROW_UP_KEY$1 = 'ArrowUp';\nconst ARROW_DOWN_KEY$1 = 'ArrowDown';\nconst RIGHT_MOUSE_BUTTON = 2; // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE$5 = `hide${EVENT_KEY$6}`;\nconst EVENT_HIDDEN$5 = `hidden${EVENT_KEY$6}`;\nconst EVENT_SHOW$5 = `show${EVENT_KEY$6}`;\nconst EVENT_SHOWN$5 = `shown${EVENT_KEY$6}`;\nconst EVENT_CLICK_DATA_API$3 = `click${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst CLASS_NAME_SHOW$6 = 'show';\nconst CLASS_NAME_DROPUP = 'dropup';\nconst CLASS_NAME_DROPEND = 'dropend';\nconst CLASS_NAME_DROPSTART = 'dropstart';\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center';\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center';\nconst SELECTOR_DATA_TOGGLE$3 = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)';\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE$3}.${CLASS_NAME_SHOW$6}`;\nconst SELECTOR_MENU = '.dropdown-menu';\nconst SELECTOR_NAVBAR = '.navbar';\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav';\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)';\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start';\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end';\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start';\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end';\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start';\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start';\nconst PLACEMENT_TOPCENTER = 'top';\nconst PLACEMENT_BOTTOMCENTER = 'bottom';\nconst Default$9 = {\n  autoClose: true,\n  boundary: 'clippingParents',\n  display: 'dynamic',\n  offset: [0, 2],\n  popperConfig: null,\n  reference: 'toggle'\n};\nconst DefaultType$9 = {\n  autoClose: '(boolean|string)',\n  boundary: '(string|element)',\n  display: 'string',\n  offset: '(array|string|function)',\n  popperConfig: '(null|object|function)',\n  reference: '(string|element|object)'\n};\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._popper = null;\n    this._parent = this._element.parentNode; // dropdown wrapper\n    // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n    this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] || SelectorEngine.prev(this._element, SELECTOR_MENU)[0] || SelectorEngine.findOne(SELECTOR_MENU, this._parent);\n    this._inNavbar = this._detectNavbar();\n  } // Getters\n\n\n  static get Default() {\n    return Default$9;\n  }\n\n  static get DefaultType() {\n    return DefaultType$9;\n  }\n\n  static get NAME() {\n    return NAME$a;\n  } // Public\n\n\n  toggle() {\n    return this._isShown() ? this.hide() : this.show();\n  }\n\n  show() {\n    if (isDisabled(this._element) || this._isShown()) {\n      return;\n    }\n\n    const relatedTarget = {\n      relatedTarget: this._element\n    };\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n\n    this._createPopper(); // If this is a touch-enabled device we add extra\n    // empty mouseover listeners to the body's immediate children;\n    // only needed because of broken event delegation on iOS\n    // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n\n    if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.on(element, 'mouseover', noop);\n      }\n    }\n\n    this._element.focus();\n\n    this._element.setAttribute('aria-expanded', true);\n\n    this._menu.classList.add(CLASS_NAME_SHOW$6);\n\n    this._element.classList.add(CLASS_NAME_SHOW$6);\n\n    EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n  }\n\n  hide() {\n    if (isDisabled(this._element) || !this._isShown()) {\n      return;\n    }\n\n    const relatedTarget = {\n      relatedTarget: this._element\n    };\n\n    this._completeHide(relatedTarget);\n  }\n\n  dispose() {\n    if (this._popper) {\n      this._popper.destroy();\n    }\n\n    super.dispose();\n  }\n\n  update() {\n    this._inNavbar = this._detectNavbar();\n\n    if (this._popper) {\n      this._popper.update();\n    }\n  } // Private\n\n\n  _completeHide(relatedTarget) {\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    } // If this is a touch-enabled device we remove the extra\n    // empty mouseover listeners we added for iOS support\n\n\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.off(element, 'mouseover', noop);\n      }\n    }\n\n    if (this._popper) {\n      this._popper.destroy();\n    }\n\n    this._menu.classList.remove(CLASS_NAME_SHOW$6);\n\n    this._element.classList.remove(CLASS_NAME_SHOW$6);\n\n    this._element.setAttribute('aria-expanded', 'false');\n\n    Manipulator.removeDataAttribute(this._menu, 'popper');\n    EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n  }\n\n  _getConfig(config) {\n    config = super._getConfig(config);\n\n    if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n      // Popper virtual elements require a getBoundingClientRect method\n      throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n    }\n\n    return config;\n  }\n\n  _createPopper() {\n    if (typeof Popper === 'undefined') {\n      throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n    }\n\n    let referenceElement = this._element;\n\n    if (this._config.reference === 'parent') {\n      referenceElement = this._parent;\n    } else if (isElement(this._config.reference)) {\n      referenceElement = getElement(this._config.reference);\n    } else if (typeof this._config.reference === 'object') {\n      referenceElement = this._config.reference;\n    }\n\n    const popperConfig = this._getPopperConfig();\n\n    this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n  }\n\n  _isShown() {\n    return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n  }\n\n  _getPlacement() {\n    const parentDropdown = this._parent;\n\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n      return PLACEMENT_RIGHT;\n    }\n\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n      return PLACEMENT_LEFT;\n    }\n\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n      return PLACEMENT_TOPCENTER;\n    }\n\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n      return PLACEMENT_BOTTOMCENTER;\n    } // We need to trim the value because custom properties can also include spaces\n\n\n    const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n\n    if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n      return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n    }\n\n    return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n  }\n\n  _detectNavbar() {\n    return this._element.closest(SELECTOR_NAVBAR) !== null;\n  }\n\n  _getOffset() {\n    const {\n      offset\n    } = this._config;\n\n    if (typeof offset === 'string') {\n      return offset.split(',').map(value => Number.parseInt(value, 10));\n    }\n\n    if (typeof offset === 'function') {\n      return popperData => offset(popperData, this._element);\n    }\n\n    return offset;\n  }\n\n  _getPopperConfig() {\n    const defaultBsPopperConfig = {\n      placement: this._getPlacement(),\n      modifiers: [{\n        name: 'preventOverflow',\n        options: {\n          boundary: this._config.boundary\n        }\n      }, {\n        name: 'offset',\n        options: {\n          offset: this._getOffset()\n        }\n      }]\n    }; // Disable Popper if we have a static display or Dropdown is in Navbar\n\n    if (this._inNavbar || this._config.display === 'static') {\n      Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // todo:v6 remove\n\n      defaultBsPopperConfig.modifiers = [{\n        name: 'applyStyles',\n        enabled: false\n      }];\n    }\n\n    return { ...defaultBsPopperConfig,\n      ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n    };\n  }\n\n  _selectMenuItem({\n    key,\n    target\n  }) {\n    const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n\n    if (!items.length) {\n      return;\n    } // if target isn't included in items (e.g. when expanding the dropdown)\n    // allow cycling to get the last item in case key equals ARROW_UP_KEY\n\n\n    getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Dropdown.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config]();\n    });\n  }\n\n  static clearMenus(event) {\n    if (event.button === RIGHT_MOUSE_BUTTON || event.type === 'keyup' && event.key !== TAB_KEY$1) {\n      return;\n    }\n\n    const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n\n    for (const toggle of openToggles) {\n      const context = Dropdown.getInstance(toggle);\n\n      if (!context || context._config.autoClose === false) {\n        continue;\n      }\n\n      const composedPath = event.composedPath();\n      const isMenuTarget = composedPath.includes(context._menu);\n\n      if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n        continue;\n      } // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n\n\n      if (context._menu.contains(event.target) && (event.type === 'keyup' && event.key === TAB_KEY$1 || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n        continue;\n      }\n\n      const relatedTarget = {\n        relatedTarget: context._element\n      };\n\n      if (event.type === 'click') {\n        relatedTarget.clickEvent = event;\n      }\n\n      context._completeHide(relatedTarget);\n    }\n  }\n\n  static dataApiKeydownHandler(event) {\n    // If not an UP | DOWN | ESCAPE key => not a dropdown command\n    // If input/textarea && if key is other than ESCAPE => not a dropdown command\n    const isInput = /input|textarea/i.test(event.target.tagName);\n    const isEscapeEvent = event.key === ESCAPE_KEY$2;\n    const isUpOrDownEvent = [ARROW_UP_KEY$1, ARROW_DOWN_KEY$1].includes(event.key);\n\n    if (!isUpOrDownEvent && !isEscapeEvent) {\n      return;\n    }\n\n    if (isInput && !isEscapeEvent) {\n      return;\n    }\n\n    event.preventDefault(); // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n    const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE$3) ? this : SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.next(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.findOne(SELECTOR_DATA_TOGGLE$3, event.delegateTarget.parentNode);\n    const instance = Dropdown.getOrCreateInstance(getToggleButton);\n\n    if (isUpOrDownEvent) {\n      event.stopPropagation();\n      instance.show();\n\n      instance._selectMenuItem(event);\n\n      return;\n    }\n\n    if (instance._isShown()) {\n      // else is escape and we check if it is shown\n      event.stopPropagation();\n      instance.hide();\n      getToggleButton.focus();\n    }\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE$3, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, SELECTOR_DATA_TOGGLE$3, function (event) {\n  event.preventDefault();\n  Dropdown.getOrCreateInstance(this).toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top';\nconst SELECTOR_STICKY_CONTENT = '.sticky-top';\nconst PROPERTY_PADDING = 'padding-right';\nconst PROPERTY_MARGIN = 'margin-right';\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n  constructor() {\n    this._element = document.body;\n  } // Public\n\n\n  getWidth() {\n    // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n    const documentWidth = document.documentElement.clientWidth;\n    return Math.abs(window.innerWidth - documentWidth);\n  }\n\n  hide() {\n    const width = this.getWidth();\n\n    this._disableOverFlow(); // give padding to element to balance the hidden scrollbar width\n\n\n    this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width); // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n\n\n    this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n\n    this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n  }\n\n  reset() {\n    this._resetElementAttributes(this._element, 'overflow');\n\n    this._resetElementAttributes(this._element, PROPERTY_PADDING);\n\n    this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n\n    this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n  }\n\n  isOverflowing() {\n    return this.getWidth() > 0;\n  } // Private\n\n\n  _disableOverFlow() {\n    this._saveInitialAttribute(this._element, 'overflow');\n\n    this._element.style.overflow = 'hidden';\n  }\n\n  _setElementAttributes(selector, styleProperty, callback) {\n    const scrollbarWidth = this.getWidth();\n\n    const manipulationCallBack = element => {\n      if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n        return;\n      }\n\n      this._saveInitialAttribute(element, styleProperty);\n\n      const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n      element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n    };\n\n    this._applyManipulationCallback(selector, manipulationCallBack);\n  }\n\n  _saveInitialAttribute(element, styleProperty) {\n    const actualValue = element.style.getPropertyValue(styleProperty);\n\n    if (actualValue) {\n      Manipulator.setDataAttribute(element, styleProperty, actualValue);\n    }\n  }\n\n  _resetElementAttributes(selector, styleProperty) {\n    const manipulationCallBack = element => {\n      const value = Manipulator.getDataAttribute(element, styleProperty); // We only want to remove the property if the value is `null`; the value can also be zero\n\n      if (value === null) {\n        element.style.removeProperty(styleProperty);\n        return;\n      }\n\n      Manipulator.removeDataAttribute(element, styleProperty);\n      element.style.setProperty(styleProperty, value);\n    };\n\n    this._applyManipulationCallback(selector, manipulationCallBack);\n  }\n\n  _applyManipulationCallback(selector, callBack) {\n    if (isElement(selector)) {\n      callBack(selector);\n      return;\n    }\n\n    for (const sel of SelectorEngine.find(selector, this._element)) {\n      callBack(sel);\n    }\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$9 = 'backdrop';\nconst CLASS_NAME_FADE$4 = 'fade';\nconst CLASS_NAME_SHOW$5 = 'show';\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME$9}`;\nconst Default$8 = {\n  className: 'modal-backdrop',\n  clickCallback: null,\n  isAnimated: false,\n  isVisible: true,\n  // if false, we use the backdrop helper without adding any element to the dom\n  rootElement: 'body' // give the choice to place backdrop under different elements\n\n};\nconst DefaultType$8 = {\n  className: 'string',\n  clickCallback: '(function|null)',\n  isAnimated: 'boolean',\n  isVisible: 'boolean',\n  rootElement: '(element|string)'\n};\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n    this._isAppended = false;\n    this._element = null;\n  } // Getters\n\n\n  static get Default() {\n    return Default$8;\n  }\n\n  static get DefaultType() {\n    return DefaultType$8;\n  }\n\n  static get NAME() {\n    return NAME$9;\n  } // Public\n\n\n  show(callback) {\n    if (!this._config.isVisible) {\n      execute(callback);\n      return;\n    }\n\n    this._append();\n\n    const element = this._getElement();\n\n    if (this._config.isAnimated) {\n      reflow(element);\n    }\n\n    element.classList.add(CLASS_NAME_SHOW$5);\n\n    this._emulateAnimation(() => {\n      execute(callback);\n    });\n  }\n\n  hide(callback) {\n    if (!this._config.isVisible) {\n      execute(callback);\n      return;\n    }\n\n    this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n\n    this._emulateAnimation(() => {\n      this.dispose();\n      execute(callback);\n    });\n  }\n\n  dispose() {\n    if (!this._isAppended) {\n      return;\n    }\n\n    EventHandler.off(this._element, EVENT_MOUSEDOWN);\n\n    this._element.remove();\n\n    this._isAppended = false;\n  } // Private\n\n\n  _getElement() {\n    if (!this._element) {\n      const backdrop = document.createElement('div');\n      backdrop.className = this._config.className;\n\n      if (this._config.isAnimated) {\n        backdrop.classList.add(CLASS_NAME_FADE$4);\n      }\n\n      this._element = backdrop;\n    }\n\n    return this._element;\n  }\n\n  _configAfterMerge(config) {\n    // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n    config.rootElement = getElement(config.rootElement);\n    return config;\n  }\n\n  _append() {\n    if (this._isAppended) {\n      return;\n    }\n\n    const element = this._getElement();\n\n    this._config.rootElement.append(element);\n\n    EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n      execute(this._config.clickCallback);\n    });\n    this._isAppended = true;\n  }\n\n  _emulateAnimation(callback) {\n    executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$8 = 'focustrap';\nconst DATA_KEY$5 = 'bs.focustrap';\nconst EVENT_KEY$5 = `.${DATA_KEY$5}`;\nconst EVENT_FOCUSIN$2 = `focusin${EVENT_KEY$5}`;\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY$5}`;\nconst TAB_KEY = 'Tab';\nconst TAB_NAV_FORWARD = 'forward';\nconst TAB_NAV_BACKWARD = 'backward';\nconst Default$7 = {\n  autofocus: true,\n  trapElement: null // The element to trap focus inside of\n\n};\nconst DefaultType$7 = {\n  autofocus: 'boolean',\n  trapElement: 'element'\n};\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n    this._isActive = false;\n    this._lastTabNavDirection = null;\n  } // Getters\n\n\n  static get Default() {\n    return Default$7;\n  }\n\n  static get DefaultType() {\n    return DefaultType$7;\n  }\n\n  static get NAME() {\n    return NAME$8;\n  } // Public\n\n\n  activate() {\n    if (this._isActive) {\n      return;\n    }\n\n    if (this._config.autofocus) {\n      this._config.trapElement.focus();\n    }\n\n    EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n\n    EventHandler.on(document, EVENT_FOCUSIN$2, event => this._handleFocusin(event));\n    EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event));\n    this._isActive = true;\n  }\n\n  deactivate() {\n    if (!this._isActive) {\n      return;\n    }\n\n    this._isActive = false;\n    EventHandler.off(document, EVENT_KEY$5);\n  } // Private\n\n\n  _handleFocusin(event) {\n    const {\n      trapElement\n    } = this._config;\n\n    if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n      return;\n    }\n\n    const elements = SelectorEngine.focusableChildren(trapElement);\n\n    if (elements.length === 0) {\n      trapElement.focus();\n    } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n      elements[elements.length - 1].focus();\n    } else {\n      elements[0].focus();\n    }\n  }\n\n  _handleKeydown(event) {\n    if (event.key !== TAB_KEY) {\n      return;\n    }\n\n    this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$7 = 'modal';\nconst DATA_KEY$4 = 'bs.modal';\nconst EVENT_KEY$4 = `.${DATA_KEY$4}`;\nconst DATA_API_KEY$2 = '.data-api';\nconst ESCAPE_KEY$1 = 'Escape';\nconst EVENT_HIDE$4 = `hide${EVENT_KEY$4}`;\nconst EVENT_HIDE_PREVENTED$1 = `hidePrevented${EVENT_KEY$4}`;\nconst EVENT_HIDDEN$4 = `hidden${EVENT_KEY$4}`;\nconst EVENT_SHOW$4 = `show${EVENT_KEY$4}`;\nconst EVENT_SHOWN$4 = `shown${EVENT_KEY$4}`;\nconst EVENT_RESIZE$1 = `resize${EVENT_KEY$4}`;\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY$4}`;\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY$4}`;\nconst EVENT_KEYDOWN_DISMISS$1 = `keydown.dismiss${EVENT_KEY$4}`;\nconst EVENT_CLICK_DATA_API$2 = `click${EVENT_KEY$4}${DATA_API_KEY$2}`;\nconst CLASS_NAME_OPEN = 'modal-open';\nconst CLASS_NAME_FADE$3 = 'fade';\nconst CLASS_NAME_SHOW$4 = 'show';\nconst CLASS_NAME_STATIC = 'modal-static';\nconst OPEN_SELECTOR$1 = '.modal.show';\nconst SELECTOR_DIALOG = '.modal-dialog';\nconst SELECTOR_MODAL_BODY = '.modal-body';\nconst SELECTOR_DATA_TOGGLE$2 = '[data-bs-toggle=\"modal\"]';\nconst Default$6 = {\n  backdrop: true,\n  focus: true,\n  keyboard: true\n};\nconst DefaultType$6 = {\n  backdrop: '(boolean|string)',\n  focus: 'boolean',\n  keyboard: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element);\n    this._backdrop = this._initializeBackDrop();\n    this._focustrap = this._initializeFocusTrap();\n    this._isShown = false;\n    this._isTransitioning = false;\n    this._scrollBar = new ScrollBarHelper();\n\n    this._addEventListeners();\n  } // Getters\n\n\n  static get Default() {\n    return Default$6;\n  }\n\n  static get DefaultType() {\n    return DefaultType$6;\n  }\n\n  static get NAME() {\n    return NAME$7;\n  } // Public\n\n\n  toggle(relatedTarget) {\n    return this._isShown ? this.hide() : this.show(relatedTarget);\n  }\n\n  show(relatedTarget) {\n    if (this._isShown || this._isTransitioning) {\n      return;\n    }\n\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n      relatedTarget\n    });\n\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n\n    this._isShown = true;\n    this._isTransitioning = true;\n\n    this._scrollBar.hide();\n\n    document.body.classList.add(CLASS_NAME_OPEN);\n\n    this._adjustDialog();\n\n    this._backdrop.show(() => this._showElement(relatedTarget));\n  }\n\n  hide() {\n    if (!this._isShown || this._isTransitioning) {\n      return;\n    }\n\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    this._isShown = false;\n    this._isTransitioning = true;\n\n    this._focustrap.deactivate();\n\n    this._element.classList.remove(CLASS_NAME_SHOW$4);\n\n    this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n  }\n\n  dispose() {\n    for (const htmlElement of [window, this._dialog]) {\n      EventHandler.off(htmlElement, EVENT_KEY$4);\n    }\n\n    this._backdrop.dispose();\n\n    this._focustrap.deactivate();\n\n    super.dispose();\n  }\n\n  handleUpdate() {\n    this._adjustDialog();\n  } // Private\n\n\n  _initializeBackDrop() {\n    return new Backdrop({\n      isVisible: Boolean(this._config.backdrop),\n      // 'static' option will be translated to true, and booleans will keep their value,\n      isAnimated: this._isAnimated()\n    });\n  }\n\n  _initializeFocusTrap() {\n    return new FocusTrap({\n      trapElement: this._element\n    });\n  }\n\n  _showElement(relatedTarget) {\n    // try to append dynamic modal\n    if (!document.body.contains(this._element)) {\n      document.body.append(this._element);\n    }\n\n    this._element.style.display = 'block';\n\n    this._element.removeAttribute('aria-hidden');\n\n    this._element.setAttribute('aria-modal', true);\n\n    this._element.setAttribute('role', 'dialog');\n\n    this._element.scrollTop = 0;\n    const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n\n    if (modalBody) {\n      modalBody.scrollTop = 0;\n    }\n\n    reflow(this._element);\n\n    this._element.classList.add(CLASS_NAME_SHOW$4);\n\n    const transitionComplete = () => {\n      if (this._config.focus) {\n        this._focustrap.activate();\n      }\n\n      this._isTransitioning = false;\n      EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n        relatedTarget\n      });\n    };\n\n    this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n  }\n\n  _addEventListeners() {\n    EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n      if (event.key !== ESCAPE_KEY$1) {\n        return;\n      }\n\n      if (this._config.keyboard) {\n        event.preventDefault();\n        this.hide();\n        return;\n      }\n\n      this._triggerBackdropTransition();\n    });\n    EventHandler.on(window, EVENT_RESIZE$1, () => {\n      if (this._isShown && !this._isTransitioning) {\n        this._adjustDialog();\n      }\n    });\n    EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n      // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n      EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n        if (this._element !== event.target || this._element !== event2.target) {\n          return;\n        }\n\n        if (this._config.backdrop === 'static') {\n          this._triggerBackdropTransition();\n\n          return;\n        }\n\n        if (this._config.backdrop) {\n          this.hide();\n        }\n      });\n    });\n  }\n\n  _hideModal() {\n    this._element.style.display = 'none';\n\n    this._element.setAttribute('aria-hidden', true);\n\n    this._element.removeAttribute('aria-modal');\n\n    this._element.removeAttribute('role');\n\n    this._isTransitioning = false;\n\n    this._backdrop.hide(() => {\n      document.body.classList.remove(CLASS_NAME_OPEN);\n\n      this._resetAdjustments();\n\n      this._scrollBar.reset();\n\n      EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n    });\n  }\n\n  _isAnimated() {\n    return this._element.classList.contains(CLASS_NAME_FADE$3);\n  }\n\n  _triggerBackdropTransition() {\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n    const initialOverflowY = this._element.style.overflowY; // return if the following background transition hasn't yet completed\n\n    if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n      return;\n    }\n\n    if (!isModalOverflowing) {\n      this._element.style.overflowY = 'hidden';\n    }\n\n    this._element.classList.add(CLASS_NAME_STATIC);\n\n    this._queueCallback(() => {\n      this._element.classList.remove(CLASS_NAME_STATIC);\n\n      this._queueCallback(() => {\n        this._element.style.overflowY = initialOverflowY;\n      }, this._dialog);\n    }, this._dialog);\n\n    this._element.focus();\n  }\n  /**\n   * The following methods are used to handle overflowing modals\n   */\n\n\n  _adjustDialog() {\n    const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n\n    const scrollbarWidth = this._scrollBar.getWidth();\n\n    const isBodyOverflowing = scrollbarWidth > 0;\n\n    if (isBodyOverflowing && !isModalOverflowing) {\n      const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n      this._element.style[property] = `${scrollbarWidth}px`;\n    }\n\n    if (!isBodyOverflowing && isModalOverflowing) {\n      const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n      this._element.style[property] = `${scrollbarWidth}px`;\n    }\n  }\n\n  _resetAdjustments() {\n    this._element.style.paddingLeft = '';\n    this._element.style.paddingRight = '';\n  } // Static\n\n\n  static jQueryInterface(config, relatedTarget) {\n    return this.each(function () {\n      const data = Modal.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config](relatedTarget);\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n  const target = getElementFromSelector(this);\n\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n\n  EventHandler.one(target, EVENT_SHOW$4, showEvent => {\n    if (showEvent.defaultPrevented) {\n      // only register focus restorer if modal will actually get shown\n      return;\n    }\n\n    EventHandler.one(target, EVENT_HIDDEN$4, () => {\n      if (isVisible(this)) {\n        this.focus();\n      }\n    });\n  }); // avoid conflict when clicking modal toggler while another one is open\n\n  const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n\n  if (alreadyOpen) {\n    Modal.getInstance(alreadyOpen).hide();\n  }\n\n  const data = Modal.getOrCreateInstance(target);\n  data.toggle(this);\n});\nenableDismissTrigger(Modal);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$6 = 'offcanvas';\nconst DATA_KEY$3 = 'bs.offcanvas';\nconst EVENT_KEY$3 = `.${DATA_KEY$3}`;\nconst DATA_API_KEY$1 = '.data-api';\nconst EVENT_LOAD_DATA_API$2 = `load${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst ESCAPE_KEY = 'Escape';\nconst CLASS_NAME_SHOW$3 = 'show';\nconst CLASS_NAME_SHOWING$1 = 'showing';\nconst CLASS_NAME_HIDING = 'hiding';\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop';\nconst OPEN_SELECTOR = '.offcanvas.show';\nconst EVENT_SHOW$3 = `show${EVENT_KEY$3}`;\nconst EVENT_SHOWN$3 = `shown${EVENT_KEY$3}`;\nconst EVENT_HIDE$3 = `hide${EVENT_KEY$3}`;\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY$3}`;\nconst EVENT_HIDDEN$3 = `hidden${EVENT_KEY$3}`;\nconst EVENT_RESIZE = `resize${EVENT_KEY$3}`;\nconst EVENT_CLICK_DATA_API$1 = `click${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY$3}`;\nconst SELECTOR_DATA_TOGGLE$1 = '[data-bs-toggle=\"offcanvas\"]';\nconst Default$5 = {\n  backdrop: true,\n  keyboard: true,\n  scroll: false\n};\nconst DefaultType$5 = {\n  backdrop: '(boolean|string)',\n  keyboard: 'boolean',\n  scroll: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._isShown = false;\n    this._backdrop = this._initializeBackDrop();\n    this._focustrap = this._initializeFocusTrap();\n\n    this._addEventListeners();\n  } // Getters\n\n\n  static get Default() {\n    return Default$5;\n  }\n\n  static get DefaultType() {\n    return DefaultType$5;\n  }\n\n  static get NAME() {\n    return NAME$6;\n  } // Public\n\n\n  toggle(relatedTarget) {\n    return this._isShown ? this.hide() : this.show(relatedTarget);\n  }\n\n  show(relatedTarget) {\n    if (this._isShown) {\n      return;\n    }\n\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n      relatedTarget\n    });\n\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n\n    this._isShown = true;\n\n    this._backdrop.show();\n\n    if (!this._config.scroll) {\n      new ScrollBarHelper().hide();\n    }\n\n    this._element.setAttribute('aria-modal', true);\n\n    this._element.setAttribute('role', 'dialog');\n\n    this._element.classList.add(CLASS_NAME_SHOWING$1);\n\n    const completeCallBack = () => {\n      if (!this._config.scroll || this._config.backdrop) {\n        this._focustrap.activate();\n      }\n\n      this._element.classList.add(CLASS_NAME_SHOW$3);\n\n      this._element.classList.remove(CLASS_NAME_SHOWING$1);\n\n      EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n        relatedTarget\n      });\n    };\n\n    this._queueCallback(completeCallBack, this._element, true);\n  }\n\n  hide() {\n    if (!this._isShown) {\n      return;\n    }\n\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    this._focustrap.deactivate();\n\n    this._element.blur();\n\n    this._isShown = false;\n\n    this._element.classList.add(CLASS_NAME_HIDING);\n\n    this._backdrop.hide();\n\n    const completeCallback = () => {\n      this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n\n      this._element.removeAttribute('aria-modal');\n\n      this._element.removeAttribute('role');\n\n      if (!this._config.scroll) {\n        new ScrollBarHelper().reset();\n      }\n\n      EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n    };\n\n    this._queueCallback(completeCallback, this._element, true);\n  }\n\n  dispose() {\n    this._backdrop.dispose();\n\n    this._focustrap.deactivate();\n\n    super.dispose();\n  } // Private\n\n\n  _initializeBackDrop() {\n    const clickCallback = () => {\n      if (this._config.backdrop === 'static') {\n        EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n        return;\n      }\n\n      this.hide();\n    }; // 'static' option will be translated to true, and booleans will keep their value\n\n\n    const isVisible = Boolean(this._config.backdrop);\n    return new Backdrop({\n      className: CLASS_NAME_BACKDROP,\n      isVisible,\n      isAnimated: true,\n      rootElement: this._element.parentNode,\n      clickCallback: isVisible ? clickCallback : null\n    });\n  }\n\n  _initializeFocusTrap() {\n    return new FocusTrap({\n      trapElement: this._element\n    });\n  }\n\n  _addEventListeners() {\n    EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n      if (event.key !== ESCAPE_KEY) {\n        return;\n      }\n\n      if (!this._config.keyboard) {\n        EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n        return;\n      }\n\n      this.hide();\n    });\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Offcanvas.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config](this);\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n  const target = getElementFromSelector(this);\n\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n\n  if (isDisabled(this)) {\n    return;\n  }\n\n  EventHandler.one(target, EVENT_HIDDEN$3, () => {\n    // focus on trigger when it is closed\n    if (isVisible(this)) {\n      this.focus();\n    }\n  }); // avoid conflict when clicking a toggler of an offcanvas, while another is open\n\n  const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n\n  if (alreadyOpen && alreadyOpen !== target) {\n    Offcanvas.getInstance(alreadyOpen).hide();\n  }\n\n  const data = Offcanvas.getOrCreateInstance(target);\n  data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n  for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n    Offcanvas.getOrCreateInstance(selector).show();\n  }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n  for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n    if (getComputedStyle(element).position !== 'fixed') {\n      Offcanvas.getOrCreateInstance(element).hide();\n    }\n  }\n});\nenableDismissTrigger(Offcanvas);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\n/**\n * A pattern that recognizes a commonly useful subset of URLs that are safe.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst SAFE_URL_PATTERN = /^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i;\n/**\n * A pattern that matches safe data URLs. Only matches image, video and audio types.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst DATA_URL_PATTERN = /^data:(?:image\\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\\/(?:mpeg|mp4|ogg|webm)|audio\\/(?:mp3|oga|ogg|opus));base64,[\\d+/a-z]+=*$/i;\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n  const attributeName = attribute.nodeName.toLowerCase();\n\n  if (allowedAttributeList.includes(attributeName)) {\n    if (uriAttributes.has(attributeName)) {\n      return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue) || DATA_URL_PATTERN.test(attribute.nodeValue));\n    }\n\n    return true;\n  } // Check if a regular expression validates the attribute.\n\n\n  return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\n\nconst DefaultAllowlist = {\n  // Global attributes allowed on any supplied element below.\n  '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n  a: ['target', 'href', 'title', 'rel'],\n  area: [],\n  b: [],\n  br: [],\n  col: [],\n  code: [],\n  div: [],\n  em: [],\n  hr: [],\n  h1: [],\n  h2: [],\n  h3: [],\n  h4: [],\n  h5: [],\n  h6: [],\n  i: [],\n  img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n  li: [],\n  ol: [],\n  p: [],\n  pre: [],\n  s: [],\n  small: [],\n  span: [],\n  sub: [],\n  sup: [],\n  strong: [],\n  u: [],\n  ul: []\n};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n  if (!unsafeHtml.length) {\n    return unsafeHtml;\n  }\n\n  if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n    return sanitizeFunction(unsafeHtml);\n  }\n\n  const domParser = new window.DOMParser();\n  const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n  const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n\n  for (const element of elements) {\n    const elementName = element.nodeName.toLowerCase();\n\n    if (!Object.keys(allowList).includes(elementName)) {\n      element.remove();\n      continue;\n    }\n\n    const attributeList = [].concat(...element.attributes);\n    const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n\n    for (const attribute of attributeList) {\n      if (!allowedAttribute(attribute, allowedAttributes)) {\n        element.removeAttribute(attribute.nodeName);\n      }\n    }\n  }\n\n  return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$5 = 'TemplateFactory';\nconst Default$4 = {\n  allowList: DefaultAllowlist,\n  content: {},\n  // { selector : text ,  selector2 : text2 , }\n  extraClass: '',\n  html: false,\n  sanitize: true,\n  sanitizeFn: null,\n  template: '<div></div>'\n};\nconst DefaultType$4 = {\n  allowList: 'object',\n  content: 'object',\n  extraClass: '(string|function)',\n  html: 'boolean',\n  sanitize: 'boolean',\n  sanitizeFn: '(null|function)',\n  template: 'string'\n};\nconst DefaultContentType = {\n  entry: '(string|element|function|null)',\n  selector: '(string|element)'\n};\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n  constructor(config) {\n    super();\n    this._config = this._getConfig(config);\n  } // Getters\n\n\n  static get Default() {\n    return Default$4;\n  }\n\n  static get DefaultType() {\n    return DefaultType$4;\n  }\n\n  static get NAME() {\n    return NAME$5;\n  } // Public\n\n\n  getContent() {\n    return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n  }\n\n  hasContent() {\n    return this.getContent().length > 0;\n  }\n\n  changeContent(content) {\n    this._checkContent(content);\n\n    this._config.content = { ...this._config.content,\n      ...content\n    };\n    return this;\n  }\n\n  toHtml() {\n    const templateWrapper = document.createElement('div');\n    templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n\n    for (const [selector, text] of Object.entries(this._config.content)) {\n      this._setContent(templateWrapper, text, selector);\n    }\n\n    const template = templateWrapper.children[0];\n\n    const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n\n    if (extraClass) {\n      template.classList.add(...extraClass.split(' '));\n    }\n\n    return template;\n  } // Private\n\n\n  _typeCheckConfig(config) {\n    super._typeCheckConfig(config);\n\n    this._checkContent(config.content);\n  }\n\n  _checkContent(arg) {\n    for (const [selector, content] of Object.entries(arg)) {\n      super._typeCheckConfig({\n        selector,\n        entry: content\n      }, DefaultContentType);\n    }\n  }\n\n  _setContent(template, content, selector) {\n    const templateElement = SelectorEngine.findOne(selector, template);\n\n    if (!templateElement) {\n      return;\n    }\n\n    content = this._resolvePossibleFunction(content);\n\n    if (!content) {\n      templateElement.remove();\n      return;\n    }\n\n    if (isElement(content)) {\n      this._putElementInTemplate(getElement(content), templateElement);\n\n      return;\n    }\n\n    if (this._config.html) {\n      templateElement.innerHTML = this._maybeSanitize(content);\n      return;\n    }\n\n    templateElement.textContent = content;\n  }\n\n  _maybeSanitize(arg) {\n    return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n  }\n\n  _resolvePossibleFunction(arg) {\n    return typeof arg === 'function' ? arg(this) : arg;\n  }\n\n  _putElementInTemplate(element, templateElement) {\n    if (this._config.html) {\n      templateElement.innerHTML = '';\n      templateElement.append(element);\n      return;\n    }\n\n    templateElement.textContent = element.textContent;\n  }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$4 = 'tooltip';\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn']);\nconst CLASS_NAME_FADE$2 = 'fade';\nconst CLASS_NAME_MODAL = 'modal';\nconst CLASS_NAME_SHOW$2 = 'show';\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner';\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`;\nconst EVENT_MODAL_HIDE = 'hide.bs.modal';\nconst TRIGGER_HOVER = 'hover';\nconst TRIGGER_FOCUS = 'focus';\nconst TRIGGER_CLICK = 'click';\nconst TRIGGER_MANUAL = 'manual';\nconst EVENT_HIDE$2 = 'hide';\nconst EVENT_HIDDEN$2 = 'hidden';\nconst EVENT_SHOW$2 = 'show';\nconst EVENT_SHOWN$2 = 'shown';\nconst EVENT_INSERTED = 'inserted';\nconst EVENT_CLICK$1 = 'click';\nconst EVENT_FOCUSIN$1 = 'focusin';\nconst EVENT_FOCUSOUT$1 = 'focusout';\nconst EVENT_MOUSEENTER = 'mouseenter';\nconst EVENT_MOUSELEAVE = 'mouseleave';\nconst AttachmentMap = {\n  AUTO: 'auto',\n  TOP: 'top',\n  RIGHT: isRTL() ? 'left' : 'right',\n  BOTTOM: 'bottom',\n  LEFT: isRTL() ? 'right' : 'left'\n};\nconst Default$3 = {\n  allowList: DefaultAllowlist,\n  animation: true,\n  boundary: 'clippingParents',\n  container: false,\n  customClass: '',\n  delay: 0,\n  fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n  html: false,\n  offset: [0, 0],\n  placement: 'top',\n  popperConfig: null,\n  sanitize: true,\n  sanitizeFn: null,\n  selector: false,\n  template: '<div class=\"tooltip\" role=\"tooltip\">' + '<div class=\"tooltip-arrow\"></div>' + '<div class=\"tooltip-inner\"></div>' + '</div>',\n  title: '',\n  trigger: 'hover focus'\n};\nconst DefaultType$3 = {\n  allowList: 'object',\n  animation: 'boolean',\n  boundary: '(string|element)',\n  container: '(string|element|boolean)',\n  customClass: '(string|function)',\n  delay: '(number|object)',\n  fallbackPlacements: 'array',\n  html: 'boolean',\n  offset: '(array|string|function)',\n  placement: '(string|function)',\n  popperConfig: '(null|object|function)',\n  sanitize: 'boolean',\n  sanitizeFn: '(null|function)',\n  selector: '(string|boolean)',\n  template: 'string',\n  title: '(string|element|function)',\n  trigger: 'string'\n};\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n  constructor(element, config) {\n    if (typeof Popper === 'undefined') {\n      throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)');\n    }\n\n    super(element, config); // Private\n\n    this._isEnabled = true;\n    this._timeout = 0;\n    this._isHovered = null;\n    this._activeTrigger = {};\n    this._popper = null;\n    this._templateFactory = null;\n    this._newContent = null; // Protected\n\n    this.tip = null;\n\n    this._setListeners();\n\n    if (!this._config.selector) {\n      this._fixTitle();\n    }\n  } // Getters\n\n\n  static get Default() {\n    return Default$3;\n  }\n\n  static get DefaultType() {\n    return DefaultType$3;\n  }\n\n  static get NAME() {\n    return NAME$4;\n  } // Public\n\n\n  enable() {\n    this._isEnabled = true;\n  }\n\n  disable() {\n    this._isEnabled = false;\n  }\n\n  toggleEnabled() {\n    this._isEnabled = !this._isEnabled;\n  }\n\n  toggle() {\n    if (!this._isEnabled) {\n      return;\n    }\n\n    this._activeTrigger.click = !this._activeTrigger.click;\n\n    if (this._isShown()) {\n      this._leave();\n\n      return;\n    }\n\n    this._enter();\n  }\n\n  dispose() {\n    clearTimeout(this._timeout);\n    EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n\n    if (this._element.getAttribute('data-bs-original-title')) {\n      this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n    }\n\n    this._disposePopper();\n\n    super.dispose();\n  }\n\n  show() {\n    if (this._element.style.display === 'none') {\n      throw new Error('Please use show on visible elements');\n    }\n\n    if (!(this._isWithContent() && this._isEnabled)) {\n      return;\n    }\n\n    const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n    const shadowRoot = findShadowRoot(this._element);\n\n    const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n\n    if (showEvent.defaultPrevented || !isInTheDom) {\n      return;\n    } // todo v6 remove this OR make it optional\n\n\n    this._disposePopper();\n\n    const tip = this._getTipElement();\n\n    this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n\n    const {\n      container\n    } = this._config;\n\n    if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n      container.append(tip);\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED));\n    }\n\n    this._popper = this._createPopper(tip);\n    tip.classList.add(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we add extra\n    // empty mouseover listeners to the body's immediate children;\n    // only needed because of broken event delegation on iOS\n    // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.on(element, 'mouseover', noop);\n      }\n    }\n\n    const complete = () => {\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n\n      if (this._isHovered === false) {\n        this._leave();\n      }\n\n      this._isHovered = false;\n    };\n\n    this._queueCallback(complete, this.tip, this._isAnimated());\n  }\n\n  hide() {\n    if (!this._isShown()) {\n      return;\n    }\n\n    const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    const tip = this._getTipElement();\n\n    tip.classList.remove(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we remove the extra\n    // empty mouseover listeners we added for iOS support\n\n    if ('ontouchstart' in document.documentElement) {\n      for (const element of [].concat(...document.body.children)) {\n        EventHandler.off(element, 'mouseover', noop);\n      }\n    }\n\n    this._activeTrigger[TRIGGER_CLICK] = false;\n    this._activeTrigger[TRIGGER_FOCUS] = false;\n    this._activeTrigger[TRIGGER_HOVER] = false;\n    this._isHovered = null; // it is a trick to support manual triggering\n\n    const complete = () => {\n      if (this._isWithActiveTrigger()) {\n        return;\n      }\n\n      if (!this._isHovered) {\n        this._disposePopper();\n      }\n\n      this._element.removeAttribute('aria-describedby');\n\n      EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n    };\n\n    this._queueCallback(complete, this.tip, this._isAnimated());\n  }\n\n  update() {\n    if (this._popper) {\n      this._popper.update();\n    }\n  } // Protected\n\n\n  _isWithContent() {\n    return Boolean(this._getTitle());\n  }\n\n  _getTipElement() {\n    if (!this.tip) {\n      this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n    }\n\n    return this.tip;\n  }\n\n  _createTipElement(content) {\n    const tip = this._getTemplateFactory(content).toHtml(); // todo: remove this check on v6\n\n\n    if (!tip) {\n      return null;\n    }\n\n    tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2); // todo: on v6 the following can be achieved with CSS only\n\n    tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n    const tipId = getUID(this.constructor.NAME).toString();\n    tip.setAttribute('id', tipId);\n\n    if (this._isAnimated()) {\n      tip.classList.add(CLASS_NAME_FADE$2);\n    }\n\n    return tip;\n  }\n\n  setContent(content) {\n    this._newContent = content;\n\n    if (this._isShown()) {\n      this._disposePopper();\n\n      this.show();\n    }\n  }\n\n  _getTemplateFactory(content) {\n    if (this._templateFactory) {\n      this._templateFactory.changeContent(content);\n    } else {\n      this._templateFactory = new TemplateFactory({ ...this._config,\n        // the `content` var has to be after `this._config`\n        // to override config.content in case of popover\n        content,\n        extraClass: this._resolvePossibleFunction(this._config.customClass)\n      });\n    }\n\n    return this._templateFactory;\n  }\n\n  _getContentForTemplate() {\n    return {\n      [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n    };\n  }\n\n  _getTitle() {\n    return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n  } // Private\n\n\n  _initializeOnDelegatedTarget(event) {\n    return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n  }\n\n  _isAnimated() {\n    return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n  }\n\n  _isShown() {\n    return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n  }\n\n  _createPopper(tip) {\n    const placement = typeof this._config.placement === 'function' ? this._config.placement.call(this, tip, this._element) : this._config.placement;\n    const attachment = AttachmentMap[placement.toUpperCase()];\n    return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n  }\n\n  _getOffset() {\n    const {\n      offset\n    } = this._config;\n\n    if (typeof offset === 'string') {\n      return offset.split(',').map(value => Number.parseInt(value, 10));\n    }\n\n    if (typeof offset === 'function') {\n      return popperData => offset(popperData, this._element);\n    }\n\n    return offset;\n  }\n\n  _resolvePossibleFunction(arg) {\n    return typeof arg === 'function' ? arg.call(this._element) : arg;\n  }\n\n  _getPopperConfig(attachment) {\n    const defaultBsPopperConfig = {\n      placement: attachment,\n      modifiers: [{\n        name: 'flip',\n        options: {\n          fallbackPlacements: this._config.fallbackPlacements\n        }\n      }, {\n        name: 'offset',\n        options: {\n          offset: this._getOffset()\n        }\n      }, {\n        name: 'preventOverflow',\n        options: {\n          boundary: this._config.boundary\n        }\n      }, {\n        name: 'arrow',\n        options: {\n          element: `.${this.constructor.NAME}-arrow`\n        }\n      }, {\n        name: 'preSetPlacement',\n        enabled: true,\n        phase: 'beforeMain',\n        fn: data => {\n          // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n          // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n          this._getTipElement().setAttribute('data-popper-placement', data.state.placement);\n        }\n      }]\n    };\n    return { ...defaultBsPopperConfig,\n      ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n    };\n  }\n\n  _setListeners() {\n    const triggers = this._config.trigger.split(' ');\n\n    for (const trigger of triggers) {\n      if (trigger === 'click') {\n        EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK$1), this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n\n          context.toggle();\n        });\n      } else if (trigger !== TRIGGER_MANUAL) {\n        const eventIn = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSEENTER) : this.constructor.eventName(EVENT_FOCUSIN$1);\n        const eventOut = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSELEAVE) : this.constructor.eventName(EVENT_FOCUSOUT$1);\n        EventHandler.on(this._element, eventIn, this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n\n          context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n\n          context._enter();\n        });\n        EventHandler.on(this._element, eventOut, this._config.selector, event => {\n          const context = this._initializeOnDelegatedTarget(event);\n\n          context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n\n          context._leave();\n        });\n      }\n    }\n\n    this._hideModalHandler = () => {\n      if (this._element) {\n        this.hide();\n      }\n    };\n\n    EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n  }\n\n  _fixTitle() {\n    const title = this._element.getAttribute('title');\n\n    if (!title) {\n      return;\n    }\n\n    if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n      this._element.setAttribute('aria-label', title);\n    }\n\n    this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n\n\n    this._element.removeAttribute('title');\n  }\n\n  _enter() {\n    if (this._isShown() || this._isHovered) {\n      this._isHovered = true;\n      return;\n    }\n\n    this._isHovered = true;\n\n    this._setTimeout(() => {\n      if (this._isHovered) {\n        this.show();\n      }\n    }, this._config.delay.show);\n  }\n\n  _leave() {\n    if (this._isWithActiveTrigger()) {\n      return;\n    }\n\n    this._isHovered = false;\n\n    this._setTimeout(() => {\n      if (!this._isHovered) {\n        this.hide();\n      }\n    }, this._config.delay.hide);\n  }\n\n  _setTimeout(handler, timeout) {\n    clearTimeout(this._timeout);\n    this._timeout = setTimeout(handler, timeout);\n  }\n\n  _isWithActiveTrigger() {\n    return Object.values(this._activeTrigger).includes(true);\n  }\n\n  _getConfig(config) {\n    const dataAttributes = Manipulator.getDataAttributes(this._element);\n\n    for (const dataAttribute of Object.keys(dataAttributes)) {\n      if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n        delete dataAttributes[dataAttribute];\n      }\n    }\n\n    config = { ...dataAttributes,\n      ...(typeof config === 'object' && config ? config : {})\n    };\n    config = this._mergeConfigObj(config);\n    config = this._configAfterMerge(config);\n\n    this._typeCheckConfig(config);\n\n    return config;\n  }\n\n  _configAfterMerge(config) {\n    config.container = config.container === false ? document.body : getElement(config.container);\n\n    if (typeof config.delay === 'number') {\n      config.delay = {\n        show: config.delay,\n        hide: config.delay\n      };\n    }\n\n    if (typeof config.title === 'number') {\n      config.title = config.title.toString();\n    }\n\n    if (typeof config.content === 'number') {\n      config.content = config.content.toString();\n    }\n\n    return config;\n  }\n\n  _getDelegateConfig() {\n    const config = {};\n\n    for (const key in this._config) {\n      if (this.constructor.Default[key] !== this._config[key]) {\n        config[key] = this._config[key];\n      }\n    }\n\n    config.selector = false;\n    config.trigger = 'manual'; // In the future can be replaced with:\n    // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n    // `Object.fromEntries(keysWithDifferentValues)`\n\n    return config;\n  }\n\n  _disposePopper() {\n    if (this._popper) {\n      this._popper.destroy();\n\n      this._popper = null;\n    }\n\n    if (this.tip) {\n      this.tip.remove();\n      this.tip = null;\n    }\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Tooltip.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config]();\n    });\n  }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = { ...Tooltip.Default,\n  content: '',\n  offset: [0, 8],\n  placement: 'right',\n  template: '<div class=\"popover\" role=\"tooltip\">' + '<div class=\"popover-arrow\"></div>' + '<h3 class=\"popover-header\"></h3>' + '<div class=\"popover-body\"></div>' + '</div>',\n  trigger: 'click'\n};\nconst DefaultType$2 = { ...Tooltip.DefaultType,\n  content: '(null|string|element|function)'\n};\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n  // Getters\n  static get Default() {\n    return Default$2;\n  }\n\n  static get DefaultType() {\n    return DefaultType$2;\n  }\n\n  static get NAME() {\n    return NAME$3;\n  } // Overrides\n\n\n  _isWithContent() {\n    return this._getTitle() || this._getContent();\n  } // Private\n\n\n  _getContentForTemplate() {\n    return {\n      [SELECTOR_TITLE]: this._getTitle(),\n      [SELECTOR_CONTENT]: this._getContent()\n    };\n  }\n\n  _getContent() {\n    return this._resolvePossibleFunction(this._config.content);\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Popover.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (typeof data[config] === 'undefined') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config]();\n    });\n  }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$2 = 'scrollspy';\nconst DATA_KEY$2 = 'bs.scrollspy';\nconst EVENT_KEY$2 = `.${DATA_KEY$2}`;\nconst DATA_API_KEY = '.data-api';\nconst EVENT_ACTIVATE = `activate${EVENT_KEY$2}`;\nconst EVENT_CLICK = `click${EVENT_KEY$2}`;\nconst EVENT_LOAD_DATA_API$1 = `load${EVENT_KEY$2}${DATA_API_KEY}`;\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item';\nconst CLASS_NAME_ACTIVE$1 = 'active';\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]';\nconst SELECTOR_TARGET_LINKS = '[href]';\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group';\nconst SELECTOR_NAV_LINKS = '.nav-link';\nconst SELECTOR_NAV_ITEMS = '.nav-item';\nconst SELECTOR_LIST_ITEMS = '.list-group-item';\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`;\nconst SELECTOR_DROPDOWN = '.dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE$1 = '.dropdown-toggle';\nconst Default$1 = {\n  offset: null,\n  // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n  rootMargin: '0px 0px -25%',\n  smoothScroll: false,\n  target: null,\n  threshold: [0.1, 0.5, 1]\n};\nconst DefaultType$1 = {\n  offset: '(number|null)',\n  // TODO v6 @deprecated, keep it for backwards compatibility reasons\n  rootMargin: 'string',\n  smoothScroll: 'boolean',\n  target: 'element',\n  threshold: 'array'\n};\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n  constructor(element, config) {\n    super(element, config); // this._element is the observablesContainer and config.target the menu links wrapper\n\n    this._targetLinks = new Map();\n    this._observableSections = new Map();\n    this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element;\n    this._activeTarget = null;\n    this._observer = null;\n    this._previousScrollData = {\n      visibleEntryTop: 0,\n      parentScrollTop: 0\n    };\n    this.refresh(); // initialize\n  } // Getters\n\n\n  static get Default() {\n    return Default$1;\n  }\n\n  static get DefaultType() {\n    return DefaultType$1;\n  }\n\n  static get NAME() {\n    return NAME$2;\n  } // Public\n\n\n  refresh() {\n    this._initializeTargetsAndObservables();\n\n    this._maybeEnableSmoothScroll();\n\n    if (this._observer) {\n      this._observer.disconnect();\n    } else {\n      this._observer = this._getNewObserver();\n    }\n\n    for (const section of this._observableSections.values()) {\n      this._observer.observe(section);\n    }\n  }\n\n  dispose() {\n    this._observer.disconnect();\n\n    super.dispose();\n  } // Private\n\n\n  _configAfterMerge(config) {\n    // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n    config.target = getElement(config.target) || document.body; // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n\n    config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n\n    if (typeof config.threshold === 'string') {\n      config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n    }\n\n    return config;\n  }\n\n  _maybeEnableSmoothScroll() {\n    if (!this._config.smoothScroll) {\n      return;\n    } // unregister any previous listeners\n\n\n    EventHandler.off(this._config.target, EVENT_CLICK);\n    EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n      const observableSection = this._observableSections.get(event.target.hash);\n\n      if (observableSection) {\n        event.preventDefault();\n        const root = this._rootElement || window;\n        const height = observableSection.offsetTop - this._element.offsetTop;\n\n        if (root.scrollTo) {\n          root.scrollTo({\n            top: height,\n            behavior: 'smooth'\n          });\n          return;\n        } // Chrome 60 doesn't support `scrollTo`\n\n\n        root.scrollTop = height;\n      }\n    });\n  }\n\n  _getNewObserver() {\n    const options = {\n      root: this._rootElement,\n      threshold: this._config.threshold,\n      rootMargin: this._config.rootMargin\n    };\n    return new IntersectionObserver(entries => this._observerCallback(entries), options);\n  } // The logic of selection\n\n\n  _observerCallback(entries) {\n    const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n\n    const activate = entry => {\n      this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n\n      this._process(targetElement(entry));\n    };\n\n    const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n    const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n    this._previousScrollData.parentScrollTop = parentScrollTop;\n\n    for (const entry of entries) {\n      if (!entry.isIntersecting) {\n        this._activeTarget = null;\n\n        this._clearActiveClass(targetElement(entry));\n\n        continue;\n      }\n\n      const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop; // if we are scrolling down, pick the bigger offsetTop\n\n      if (userScrollsDown && entryIsLowerThanPrevious) {\n        activate(entry); // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n\n        if (!parentScrollTop) {\n          return;\n        }\n\n        continue;\n      } // if we are scrolling up, pick the smallest offsetTop\n\n\n      if (!userScrollsDown && !entryIsLowerThanPrevious) {\n        activate(entry);\n      }\n    }\n  }\n\n  _initializeTargetsAndObservables() {\n    this._targetLinks = new Map();\n    this._observableSections = new Map();\n    const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target);\n\n    for (const anchor of targetLinks) {\n      // ensure that the anchor has an id and is not disabled\n      if (!anchor.hash || isDisabled(anchor)) {\n        continue;\n      }\n\n      const observableSection = SelectorEngine.findOne(anchor.hash, this._element); // ensure that the observableSection exists & is visible\n\n      if (isVisible(observableSection)) {\n        this._targetLinks.set(anchor.hash, anchor);\n\n        this._observableSections.set(anchor.hash, observableSection);\n      }\n    }\n  }\n\n  _process(target) {\n    if (this._activeTarget === target) {\n      return;\n    }\n\n    this._clearActiveClass(this._config.target);\n\n    this._activeTarget = target;\n    target.classList.add(CLASS_NAME_ACTIVE$1);\n\n    this._activateParents(target);\n\n    EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n      relatedTarget: target\n    });\n  }\n\n  _activateParents(target) {\n    // Activate dropdown parents\n    if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n      SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE$1, target.closest(SELECTOR_DROPDOWN)).classList.add(CLASS_NAME_ACTIVE$1);\n      return;\n    }\n\n    for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n      // Set triggered links parents as active\n      // With both <ul> and <nav> markup a parent is the previous sibling of any nav ancestor\n      for (const item of SelectorEngine.prev(listGroup, SELECTOR_LINK_ITEMS)) {\n        item.classList.add(CLASS_NAME_ACTIVE$1);\n      }\n    }\n  }\n\n  _clearActiveClass(parent) {\n    parent.classList.remove(CLASS_NAME_ACTIVE$1);\n    const activeNodes = SelectorEngine.find(`${SELECTOR_TARGET_LINKS}.${CLASS_NAME_ACTIVE$1}`, parent);\n\n    for (const node of activeNodes) {\n      node.classList.remove(CLASS_NAME_ACTIVE$1);\n    }\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = ScrollSpy.getOrCreateInstance(this, config);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config]();\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(window, EVENT_LOAD_DATA_API$1, () => {\n  for (const spy of SelectorEngine.find(SELECTOR_DATA_SPY)) {\n    ScrollSpy.getOrCreateInstance(spy);\n  }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(ScrollSpy);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): tab.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$1 = 'tab';\nconst DATA_KEY$1 = 'bs.tab';\nconst EVENT_KEY$1 = `.${DATA_KEY$1}`;\nconst EVENT_HIDE$1 = `hide${EVENT_KEY$1}`;\nconst EVENT_HIDDEN$1 = `hidden${EVENT_KEY$1}`;\nconst EVENT_SHOW$1 = `show${EVENT_KEY$1}`;\nconst EVENT_SHOWN$1 = `shown${EVENT_KEY$1}`;\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY$1}`;\nconst EVENT_KEYDOWN = `keydown${EVENT_KEY$1}`;\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY$1}`;\nconst ARROW_LEFT_KEY = 'ArrowLeft';\nconst ARROW_RIGHT_KEY = 'ArrowRight';\nconst ARROW_UP_KEY = 'ArrowUp';\nconst ARROW_DOWN_KEY = 'ArrowDown';\nconst CLASS_NAME_ACTIVE = 'active';\nconst CLASS_NAME_FADE$1 = 'fade';\nconst CLASS_NAME_SHOW$1 = 'show';\nconst CLASS_DROPDOWN = 'dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE = '.dropdown-toggle';\nconst SELECTOR_DROPDOWN_MENU = '.dropdown-menu';\nconst NOT_SELECTOR_DROPDOWN_TOGGLE = ':not(.dropdown-toggle)';\nconst SELECTOR_TAB_PANEL = '.list-group, .nav, [role=\"tablist\"]';\nconst SELECTOR_OUTER = '.nav-item, .list-group-item';\nconst SELECTOR_INNER = `.nav-link${NOT_SELECTOR_DROPDOWN_TOGGLE}, .list-group-item${NOT_SELECTOR_DROPDOWN_TOGGLE}, [role=\"tab\"]${NOT_SELECTOR_DROPDOWN_TOGGLE}`;\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"tab\"], [data-bs-toggle=\"pill\"], [data-bs-toggle=\"list\"]'; // todo:v6: could be only `tab`\n\nconst SELECTOR_INNER_ELEM = `${SELECTOR_INNER}, ${SELECTOR_DATA_TOGGLE}`;\nconst SELECTOR_DATA_TOGGLE_ACTIVE = `.${CLASS_NAME_ACTIVE}[data-bs-toggle=\"tab\"], .${CLASS_NAME_ACTIVE}[data-bs-toggle=\"pill\"], .${CLASS_NAME_ACTIVE}[data-bs-toggle=\"list\"]`;\n/**\n * Class definition\n */\n\nclass Tab extends BaseComponent {\n  constructor(element) {\n    super(element);\n    this._parent = this._element.closest(SELECTOR_TAB_PANEL);\n\n    if (!this._parent) {\n      return; // todo: should Throw exception on v6\n      // throw new TypeError(`${element.outerHTML} has not a valid parent ${SELECTOR_INNER_ELEM}`)\n    } // Set up initial aria attributes\n\n\n    this._setInitialAttributes(this._parent, this._getChildren());\n\n    EventHandler.on(this._element, EVENT_KEYDOWN, event => this._keydown(event));\n  } // Getters\n\n\n  static get NAME() {\n    return NAME$1;\n  } // Public\n\n\n  show() {\n    // Shows this elem and deactivate the active sibling if exists\n    const innerElem = this._element;\n\n    if (this._elemIsActive(innerElem)) {\n      return;\n    } // Search for active tab on same parent to deactivate it\n\n\n    const active = this._getActiveElem();\n\n    const hideEvent = active ? EventHandler.trigger(active, EVENT_HIDE$1, {\n      relatedTarget: innerElem\n    }) : null;\n    const showEvent = EventHandler.trigger(innerElem, EVENT_SHOW$1, {\n      relatedTarget: active\n    });\n\n    if (showEvent.defaultPrevented || hideEvent && hideEvent.defaultPrevented) {\n      return;\n    }\n\n    this._deactivate(active, innerElem);\n\n    this._activate(innerElem, active);\n  } // Private\n\n\n  _activate(element, relatedElem) {\n    if (!element) {\n      return;\n    }\n\n    element.classList.add(CLASS_NAME_ACTIVE);\n\n    this._activate(getElementFromSelector(element)); // Search and activate/show the proper section\n\n\n    const complete = () => {\n      if (element.getAttribute('role') !== 'tab') {\n        element.classList.add(CLASS_NAME_SHOW$1);\n        return;\n      }\n\n      element.removeAttribute('tabindex');\n      element.setAttribute('aria-selected', true);\n\n      this._toggleDropDown(element, true);\n\n      EventHandler.trigger(element, EVENT_SHOWN$1, {\n        relatedTarget: relatedElem\n      });\n    };\n\n    this._queueCallback(complete, element, element.classList.contains(CLASS_NAME_FADE$1));\n  }\n\n  _deactivate(element, relatedElem) {\n    if (!element) {\n      return;\n    }\n\n    element.classList.remove(CLASS_NAME_ACTIVE);\n    element.blur();\n\n    this._deactivate(getElementFromSelector(element)); // Search and deactivate the shown section too\n\n\n    const complete = () => {\n      if (element.getAttribute('role') !== 'tab') {\n        element.classList.remove(CLASS_NAME_SHOW$1);\n        return;\n      }\n\n      element.setAttribute('aria-selected', false);\n      element.setAttribute('tabindex', '-1');\n\n      this._toggleDropDown(element, false);\n\n      EventHandler.trigger(element, EVENT_HIDDEN$1, {\n        relatedTarget: relatedElem\n      });\n    };\n\n    this._queueCallback(complete, element, element.classList.contains(CLASS_NAME_FADE$1));\n  }\n\n  _keydown(event) {\n    if (![ARROW_LEFT_KEY, ARROW_RIGHT_KEY, ARROW_UP_KEY, ARROW_DOWN_KEY].includes(event.key)) {\n      return;\n    }\n\n    event.stopPropagation(); // stopPropagation/preventDefault both added to support up/down keys without scrolling the page\n\n    event.preventDefault();\n    const isNext = [ARROW_RIGHT_KEY, ARROW_DOWN_KEY].includes(event.key);\n    const nextActiveElement = getNextActiveElement(this._getChildren().filter(element => !isDisabled(element)), event.target, isNext, true);\n\n    if (nextActiveElement) {\n      nextActiveElement.focus({\n        preventScroll: true\n      });\n      Tab.getOrCreateInstance(nextActiveElement).show();\n    }\n  }\n\n  _getChildren() {\n    // collection of inner elements\n    return SelectorEngine.find(SELECTOR_INNER_ELEM, this._parent);\n  }\n\n  _getActiveElem() {\n    return this._getChildren().find(child => this._elemIsActive(child)) || null;\n  }\n\n  _setInitialAttributes(parent, children) {\n    this._setAttributeIfNotExists(parent, 'role', 'tablist');\n\n    for (const child of children) {\n      this._setInitialAttributesOnChild(child);\n    }\n  }\n\n  _setInitialAttributesOnChild(child) {\n    child = this._getInnerElement(child);\n\n    const isActive = this._elemIsActive(child);\n\n    const outerElem = this._getOuterElement(child);\n\n    child.setAttribute('aria-selected', isActive);\n\n    if (outerElem !== child) {\n      this._setAttributeIfNotExists(outerElem, 'role', 'presentation');\n    }\n\n    if (!isActive) {\n      child.setAttribute('tabindex', '-1');\n    }\n\n    this._setAttributeIfNotExists(child, 'role', 'tab'); // set attributes to the related panel too\n\n\n    this._setInitialAttributesOnTargetPanel(child);\n  }\n\n  _setInitialAttributesOnTargetPanel(child) {\n    const target = getElementFromSelector(child);\n\n    if (!target) {\n      return;\n    }\n\n    this._setAttributeIfNotExists(target, 'role', 'tabpanel');\n\n    if (child.id) {\n      this._setAttributeIfNotExists(target, 'aria-labelledby', `#${child.id}`);\n    }\n  }\n\n  _toggleDropDown(element, open) {\n    const outerElem = this._getOuterElement(element);\n\n    if (!outerElem.classList.contains(CLASS_DROPDOWN)) {\n      return;\n    }\n\n    const toggle = (selector, className) => {\n      const element = SelectorEngine.findOne(selector, outerElem);\n\n      if (element) {\n        element.classList.toggle(className, open);\n      }\n    };\n\n    toggle(SELECTOR_DROPDOWN_TOGGLE, CLASS_NAME_ACTIVE);\n    toggle(SELECTOR_DROPDOWN_MENU, CLASS_NAME_SHOW$1);\n    outerElem.setAttribute('aria-expanded', open);\n  }\n\n  _setAttributeIfNotExists(element, attribute, value) {\n    if (!element.hasAttribute(attribute)) {\n      element.setAttribute(attribute, value);\n    }\n  }\n\n  _elemIsActive(elem) {\n    return elem.classList.contains(CLASS_NAME_ACTIVE);\n  } // Try to get the inner element (usually the .nav-link)\n\n\n  _getInnerElement(elem) {\n    return elem.matches(SELECTOR_INNER_ELEM) ? elem : SelectorEngine.findOne(SELECTOR_INNER_ELEM, elem);\n  } // Try to get the outer element (usually the .nav-item)\n\n\n  _getOuterElement(elem) {\n    return elem.closest(SELECTOR_OUTER) || elem;\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Tab.getOrCreateInstance(this);\n\n      if (typeof config !== 'string') {\n        return;\n      }\n\n      if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n        throw new TypeError(`No method named \"${config}\"`);\n      }\n\n      data[config]();\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n  if (['A', 'AREA'].includes(this.tagName)) {\n    event.preventDefault();\n  }\n\n  if (isDisabled(this)) {\n    return;\n  }\n\n  Tab.getOrCreateInstance(this).show();\n});\n/**\n * Initialize on focus\n */\n\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n  for (const element of SelectorEngine.find(SELECTOR_DATA_TOGGLE_ACTIVE)) {\n    Tab.getOrCreateInstance(element);\n  }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tab);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): toast.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME = 'toast';\nconst DATA_KEY = 'bs.toast';\nconst EVENT_KEY = `.${DATA_KEY}`;\nconst EVENT_MOUSEOVER = `mouseover${EVENT_KEY}`;\nconst EVENT_MOUSEOUT = `mouseout${EVENT_KEY}`;\nconst EVENT_FOCUSIN = `focusin${EVENT_KEY}`;\nconst EVENT_FOCUSOUT = `focusout${EVENT_KEY}`;\nconst EVENT_HIDE = `hide${EVENT_KEY}`;\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`;\nconst EVENT_SHOW = `show${EVENT_KEY}`;\nconst EVENT_SHOWN = `shown${EVENT_KEY}`;\nconst CLASS_NAME_FADE = 'fade';\nconst CLASS_NAME_HIDE = 'hide'; // @deprecated - kept here only for backwards compatibility\n\nconst CLASS_NAME_SHOW = 'show';\nconst CLASS_NAME_SHOWING = 'showing';\nconst DefaultType = {\n  animation: 'boolean',\n  autohide: 'boolean',\n  delay: 'number'\n};\nconst Default = {\n  animation: true,\n  autohide: true,\n  delay: 5000\n};\n/**\n * Class definition\n */\n\nclass Toast extends BaseComponent {\n  constructor(element, config) {\n    super(element, config);\n    this._timeout = null;\n    this._hasMouseInteraction = false;\n    this._hasKeyboardInteraction = false;\n\n    this._setListeners();\n  } // Getters\n\n\n  static get Default() {\n    return Default;\n  }\n\n  static get DefaultType() {\n    return DefaultType;\n  }\n\n  static get NAME() {\n    return NAME;\n  } // Public\n\n\n  show() {\n    const showEvent = EventHandler.trigger(this._element, EVENT_SHOW);\n\n    if (showEvent.defaultPrevented) {\n      return;\n    }\n\n    this._clearTimeout();\n\n    if (this._config.animation) {\n      this._element.classList.add(CLASS_NAME_FADE);\n    }\n\n    const complete = () => {\n      this._element.classList.remove(CLASS_NAME_SHOWING);\n\n      EventHandler.trigger(this._element, EVENT_SHOWN);\n\n      this._maybeScheduleHide();\n    };\n\n    this._element.classList.remove(CLASS_NAME_HIDE); // @deprecated\n\n\n    reflow(this._element);\n\n    this._element.classList.add(CLASS_NAME_SHOW, CLASS_NAME_SHOWING);\n\n    this._queueCallback(complete, this._element, this._config.animation);\n  }\n\n  hide() {\n    if (!this.isShown()) {\n      return;\n    }\n\n    const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE);\n\n    if (hideEvent.defaultPrevented) {\n      return;\n    }\n\n    const complete = () => {\n      this._element.classList.add(CLASS_NAME_HIDE); // @deprecated\n\n\n      this._element.classList.remove(CLASS_NAME_SHOWING, CLASS_NAME_SHOW);\n\n      EventHandler.trigger(this._element, EVENT_HIDDEN);\n    };\n\n    this._element.classList.add(CLASS_NAME_SHOWING);\n\n    this._queueCallback(complete, this._element, this._config.animation);\n  }\n\n  dispose() {\n    this._clearTimeout();\n\n    if (this.isShown()) {\n      this._element.classList.remove(CLASS_NAME_SHOW);\n    }\n\n    super.dispose();\n  }\n\n  isShown() {\n    return this._element.classList.contains(CLASS_NAME_SHOW);\n  } // Private\n\n\n  _maybeScheduleHide() {\n    if (!this._config.autohide) {\n      return;\n    }\n\n    if (this._hasMouseInteraction || this._hasKeyboardInteraction) {\n      return;\n    }\n\n    this._timeout = setTimeout(() => {\n      this.hide();\n    }, this._config.delay);\n  }\n\n  _onInteraction(event, isInteracting) {\n    switch (event.type) {\n      case 'mouseover':\n      case 'mouseout':\n        {\n          this._hasMouseInteraction = isInteracting;\n          break;\n        }\n\n      case 'focusin':\n      case 'focusout':\n        {\n          this._hasKeyboardInteraction = isInteracting;\n          break;\n        }\n    }\n\n    if (isInteracting) {\n      this._clearTimeout();\n\n      return;\n    }\n\n    const nextElement = event.relatedTarget;\n\n    if (this._element === nextElement || this._element.contains(nextElement)) {\n      return;\n    }\n\n    this._maybeScheduleHide();\n  }\n\n  _setListeners() {\n    EventHandler.on(this._element, EVENT_MOUSEOVER, event => this._onInteraction(event, true));\n    EventHandler.on(this._element, EVENT_MOUSEOUT, event => this._onInteraction(event, false));\n    EventHandler.on(this._element, EVENT_FOCUSIN, event => this._onInteraction(event, true));\n    EventHandler.on(this._element, EVENT_FOCUSOUT, event => this._onInteraction(event, false));\n  }\n\n  _clearTimeout() {\n    clearTimeout(this._timeout);\n    this._timeout = null;\n  } // Static\n\n\n  static jQueryInterface(config) {\n    return this.each(function () {\n      const data = Toast.getOrCreateInstance(this, config);\n\n      if (typeof config === 'string') {\n        if (typeof data[config] === 'undefined') {\n          throw new TypeError(`No method named \"${config}\"`);\n        }\n\n        data[config](this);\n      }\n    });\n  }\n\n}\n/**\n * Data API implementation\n */\n\n\nenableDismissTrigger(Toast);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Toast);\n\nexport { Alert, Button, Carousel, Collapse, Dropdown, Modal, Offcanvas, Popover, ScrollSpy, Tab, Toast, Tooltip };\n//# sourceMappingURL=bootstrap.esm.js.map\n","/* define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","// Import and setup functions to control Bootstrap's behavior.\nimport 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diff --git a/develop/_static/scripts/pydata-sphinx-theme.js.map b/develop/_static/scripts/pydata-sphinx-theme.js.map
index 410fe6863..418212a0b 100644
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define several functions to replace jQuery methods\n * inspired by https://tobiasahlin.com/blog/move-from-jquery-to-vanilla-javascript/\n */\n\n/**\n * Execute a method if DOM has finished loading\n *\n * @param {function} callback the method to execute\n */\nexport function documentReady(callback) {\n  if (document.readyState != \"loading\") callback();\n  else document.addEventListener(\"DOMContentLoaded\", callback);\n}\n","/**\n * Compare [semver](https://semver.org/) version strings to find greater, equal or lesser.\n * This library supports the full semver specification, including comparing versions with different number of digits like `1.0.0`, `1.0`, `1`, and pre-release versions like `1.0.0-alpha`.\n * @param v1 - First version to compare\n * @param v2 - Second version to compare\n * @returns Numeric value compatible with the [Array.sort(fn) interface](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Array/sort#Parameters).\n */\nexport const compareVersions = (v1, v2) => {\n    // validate input and split into segments\n    const n1 = validateAndParse(v1);\n    const n2 = validateAndParse(v2);\n    // pop off the patch\n    const p1 = n1.pop();\n    const p2 = n2.pop();\n    // validate numbers\n    const r = compareSegments(n1, n2);\n    if (r !== 0)\n        return r;\n    // validate pre-release\n    if (p1 && p2) {\n        return compareSegments(p1.split('.'), p2.split('.'));\n    }\n    else if (p1 || p2) {\n        return p1 ? -1 : 1;\n    }\n    return 0;\n};\n/**\n * Validate [semver](https://semver.org/) version strings.\n *\n * @param version Version number to validate\n * @returns `true` if the version number is a valid semver version number, `false` otherwise.\n *\n * @example\n * ```\n * validate('1.0.0-rc.1'); // return true\n * validate('1.0-rc.1'); // return false\n * validate('foo'); // return false\n * ```\n */\nexport const validate = (version) => typeof version === 'string' && /^[v\\d]/.test(version) && semver.test(version);\n/**\n * Compare [semver](https://semver.org/) version strings using the specified operator.\n *\n * @param v1 First version to compare\n * @param v2 Second version to compare\n * @param operator Allowed arithmetic operator to use\n * @returns `true` if the comparison between the firstVersion and the secondVersion satisfies the operator, `false` otherwise.\n *\n * @example\n * ```\n * compare('10.1.8', '10.0.4', '>'); // return true\n * compare('10.0.1', '10.0.1', '='); // return true\n * compare('10.1.1', '10.2.2', '<'); // return true\n * compare('10.1.1', '10.2.2', '<='); // return true\n * compare('10.1.1', '10.2.2', '>='); // return false\n * ```\n */\nexport const compare = (v1, v2, operator) => {\n    // validate input operator\n    assertValidOperator(operator);\n    // since result of compareVersions can only be -1 or 0 or 1\n    // a simple map can be used to replace switch\n    const res = compareVersions(v1, v2);\n    return operatorResMap[operator].includes(res);\n};\n/**\n * Match [npm semver](https://docs.npmjs.com/cli/v6/using-npm/semver) version range.\n *\n * @param version Version number to match\n * @param range Range pattern for version\n * @returns `true` if the version number is within the range, `false` otherwise.\n *\n * @example\n * ```\n * satisfies('1.1.0', '^1.0.0'); // return true\n * satisfies('1.1.0', '~1.0.0'); // return false\n * ```\n */\nexport const satisfies = (version, range) => {\n    // if no range operator then \"=\"\n    const m = range.match(/^([<>=~^]+)/);\n    const op = m ? m[1] : '=';\n    // if gt/lt/eq then operator compare\n    if (op !== '^' && op !== '~')\n        return compare(version, range, op);\n    // else range of either \"~\" or \"^\" is assumed\n    const [v1, v2, v3, , vp] = validateAndParse(version);\n    const [r1, r2, r3, , rp] = validateAndParse(range);\n    const v = [v1, v2, v3];\n    const r = [r1, r2 !== null && r2 !== void 0 ? r2 : 'x', r3 !== null && r3 !== void 0 ? r3 : 'x'];\n    // validate pre-release\n    if (rp) {\n        if (!vp)\n            return false;\n        if (compareSegments(v, r) !== 0)\n            return false;\n        if (compareSegments(vp.split('.'), rp.split('.')) === -1)\n            return false;\n    }\n    // first non-zero number\n    const nonZero = r.findIndex((v) => v !== '0') + 1;\n    // pointer to where segments can be >=\n    const i = op === '~' ? 2 : nonZero > 1 ? nonZero : 1;\n    // before pointer must be equal\n    if (compareSegments(v.slice(0, i), r.slice(0, i)) !== 0)\n        return false;\n    // after pointer must be >=\n    if (compareSegments(v.slice(i), r.slice(i)) === -1)\n        return false;\n    return true;\n};\nconst semver = /^[v^~<>=]*?(\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+)(?:\\.([x*]|\\d+))?(?:-([\\da-z\\-]+(?:\\.[\\da-z\\-]+)*))?(?:\\+[\\da-z\\-]+(?:\\.[\\da-z\\-]+)*)?)?)?$/i;\nconst validateAndParse = (version) => {\n    if (typeof version !== 'string') {\n        throw new TypeError('Invalid argument expected string');\n    }\n    const match = version.match(semver);\n    if (!match) {\n        throw new Error(`Invalid argument not valid semver ('${version}' received)`);\n    }\n    match.shift();\n    return match;\n};\nconst isWildcard = (s) => s === '*' || s === 'x' || s === 'X';\nconst tryParse = (v) => {\n    const n = parseInt(v, 10);\n    return isNaN(n) ? v : n;\n};\nconst forceType = (a, b) => typeof a !== typeof b ? [String(a), String(b)] : [a, b];\nconst compareStrings = (a, b) => {\n    if (isWildcard(a) || isWildcard(b))\n        return 0;\n    const [ap, bp] = forceType(tryParse(a), tryParse(b));\n    if (ap > bp)\n        return 1;\n    if (ap < bp)\n        return -1;\n    return 0;\n};\nconst compareSegments = (a, b) => {\n    for (let i = 0; i < Math.max(a.length, b.length); i++) {\n        const r = compareStrings(a[i] || '0', b[i] || '0');\n        if (r !== 0)\n            return r;\n    }\n    return 0;\n};\nconst operatorResMap = {\n    '>': [1],\n    '>=': [0, 1],\n    '=': [0],\n    '<=': [-1, 0],\n    '<': [-1],\n};\nconst allowedOperators = Object.keys(operatorResMap);\nconst assertValidOperator = (op) => {\n    if (typeof op !== 'string') {\n        throw new TypeError(`Invalid operator type, expected string but got ${typeof op}`);\n    }\n    if (allowedOperators.indexOf(op) === -1) {\n        throw new Error(`Invalid operator, expected one of ${allowedOperators.join('|')}`);\n    }\n};\n//# sourceMappingURL=index.js.map","// Define the custom behavior of the page\nimport { documentReady } from \"./mixin\";\nimport { compare, validate } from \"compare-versions\";\n\nimport \"../styles/pydata-sphinx-theme.scss\";\n\n/*******************************************************************************\n * Theme interaction\n */\n\nvar prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\");\n\n/**\n * set the the body theme to the one specified by the user browser\n *\n * @param {event} e\n */\nfunction autoTheme(e) {\n  document.documentElement.dataset.theme = prefersDark.matches\n    ? \"dark\"\n    : \"light\";\n}\n\n/**\n * Set the theme using the specified mode.\n * It can be one of [\"auto\", \"dark\", \"light\"]\n *\n * @param {str} mode\n */\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  // get the theme\n  var colorScheme = prefersDark.matches ? \"dark\" : \"light\";\n  document.documentElement.dataset.mode = mode;\n  var theme = mode == \"auto\" ? colorScheme : mode;\n  document.documentElement.dataset.theme = theme;\n  // TODO: remove this line after Bootstrap upgrade\n  // v5.3 has a colors mode: https://getbootstrap.com/docs/5.3/customize/color-modes/\n  document.querySelectorAll(\".dropdown-menu\").forEach((el) => {\n    if (theme === \"dark\") {\n      el.classList.add(\"dropdown-menu-dark\");\n    } else {\n      el.classList.remove(\"dropdown-menu-dark\");\n    }\n  });\n\n  // save mode and theme\n  localStorage.setItem(\"mode\", mode);\n  localStorage.setItem(\"theme\", theme);\n  console.log(`[PST]: Changed to ${mode} mode using the ${theme} theme.`);\n\n  // add a listener if set on auto\n  prefersDark.onchange = mode == \"auto\" ? autoTheme : \"\";\n}\n\n/**\n * Change the theme option order so that clicking on the btn is always a change\n * from \"auto\"\n */\nfunction cycleMode() {\n  const defaultMode = document.documentElement.dataset.defaultMode || \"auto\";\n  const currentMode = localStorage.getItem(\"mode\") || defaultMode;\n\n  var loopArray = (arr, current) => {\n    var nextPosition = arr.indexOf(current) + 1;\n    if (nextPosition === arr.length) {\n      nextPosition = 0;\n    }\n    return arr[nextPosition];\n  };\n\n  // make sure the next theme after auto is always a change\n  var modeList = prefersDark.matches\n    ? [\"auto\", \"light\", \"dark\"]\n    : [\"auto\", \"dark\", \"light\"];\n  var newMode = loopArray(modeList, currentMode);\n  setTheme(newMode);\n}\n\n/**\n * add the theme listener on the btns of the navbar\n */\nfunction addModeListener() {\n  // the theme was set a first time using the initial mini-script\n  // running setMode will ensure the use of the dark mode if auto is selected\n  setTheme(document.documentElement.dataset.mode);\n\n  // Attach event handlers for toggling themes colors\n  document.querySelectorAll(\".theme-switch-button\").forEach((el) => {\n    el.addEventListener(\"click\", cycleMode);\n  });\n}\n\n/*******************************************************************************\n * TOC interactivity\n */\n\n/**\n * TOC sidebar - add \"active\" class to parent list\n *\n * Bootstrap's scrollspy adds the active class to the <a> link,\n * but for the automatic collapsing we need this on the parent list item.\n *\n * The event is triggered on \"window\" (and not the nav item as documented),\n * see https://github.com/twbs/bootstrap/issues/20086\n */\nfunction addTOCInteractivity() {\n  window.addEventListener(\"activate.bs.scrollspy\", function () {\n    const navLinks = document.querySelectorAll(\".bd-toc-nav a\");\n\n    navLinks.forEach((navLink) => {\n      navLink.parentElement.classList.remove(\"active\");\n    });\n\n    const activeNavLinks = document.querySelectorAll(\".bd-toc-nav a.active\");\n    activeNavLinks.forEach((navLink) => {\n      navLink.parentElement.classList.add(\"active\");\n    });\n  });\n}\n\n/*******************************************************************************\n * Scroll\n */\n\n/**\n * Navigation sidebar scrolling to active page\n */\nfunction scrollToActive() {\n  // If the docs nav doesn't exist, do nothing (e.g., on search page)\n  if (!document.querySelector(\".bd-docs-nav\")) {\n    return;\n  }\n\n  var sidebar = document.querySelector(\"div.bd-sidebar\");\n\n  // Remember the sidebar scroll position between page loads\n  // Inspired on source of revealjs.com\n  let storedScrollTop = parseInt(\n    sessionStorage.getItem(\"sidebar-scroll-top\"),\n    10,\n  );\n\n  if (!isNaN(storedScrollTop)) {\n    // If we've got a saved scroll position, just use that\n    sidebar.scrollTop = storedScrollTop;\n    console.log(\"[PST]: Scrolled sidebar using stored browser position...\");\n  } else {\n    // Otherwise, calculate a position to scroll to based on the lowest `active` link\n    var sidebarNav = document.querySelector(\".bd-docs-nav\");\n    var active_pages = sidebarNav.querySelectorAll(\".active\");\n    if (active_pages.length > 0) {\n      // Use the last active page as the offset since it's the page we're on\n      var latest_active = active_pages[active_pages.length - 1];\n      var offset =\n        latest_active.getBoundingClientRect().y -\n        sidebar.getBoundingClientRect().y;\n      // Only scroll the navbar if the active link is lower than 50% of the page\n      if (latest_active.getBoundingClientRect().y > window.innerHeight * 0.5) {\n        let buffer = 0.25; // Buffer so we have some space above the scrolled item\n        sidebar.scrollTop = offset - sidebar.clientHeight * buffer;\n        console.log(\"[PST]: Scrolled sidebar using last active link...\");\n      }\n    }\n  }\n\n  // Store the sidebar scroll position\n  window.addEventListener(\"beforeunload\", () => {\n    sessionStorage.setItem(\"sidebar-scroll-top\", sidebar.scrollTop);\n  });\n}\n\n/*******************************************************************************\n * Search\n */\n\n/**\n * Find any search forms on the page and return their input element\n */\nvar findSearchInput = () => {\n  let forms = document.querySelectorAll(\"form.bd-search\");\n  if (!forms.length) {\n    // no search form found\n    return;\n  } else {\n    var form;\n    if (forms.length == 1) {\n      // there is exactly one search form (persistent or hidden)\n      form = forms[0];\n    } else {\n      // must be at least one persistent form, use the first persistent one\n      form = document.querySelector(\n        \"div:not(.search-button__search-container) > form.bd-search\",\n      );\n    }\n    return form.querySelector(\"input\");\n  }\n};\n\n/**\n * Activate the search field on the page.\n * - If there is a search field already visible it will be activated.\n * - If not, then a search field will pop up.\n */\nvar toggleSearchField = () => {\n  // Find the search input to highlight\n  let input = findSearchInput();\n\n  // if the input field is the hidden one (the one associated with the\n  // search button) then toggle the button state (to show/hide the field)\n  let searchPopupWrapper = document.querySelector(\".search-button__wrapper\");\n  let hiddenInput = searchPopupWrapper.querySelector(\"input\");\n  if (input === hiddenInput) {\n    searchPopupWrapper.classList.toggle(\"show\");\n  }\n  // when toggling off the search field, remove its focus\n  if (document.activeElement === input) {\n    input.blur();\n  } else {\n    input.focus();\n    input.select();\n    input.scrollIntoView({ block: \"center\" });\n  }\n};\n\n/**\n * Add an event listener for toggleSearchField() for Ctrl/Cmd + K\n */\nvar addEventListenerForSearchKeyboard = () => {\n  window.addEventListener(\n    \"keydown\",\n    (event) => {\n      let input = findSearchInput();\n      // toggle on Ctrl+k or ⌘+k\n      if (\n        // Ignore if shift or alt are pressed\n        !event.shiftKey &&\n        !event.altKey &&\n        // On Mac use ⌘, all other OS use Ctrl\n        (useCommandKey\n          ? event.metaKey && !event.ctrlKey\n          : !event.metaKey && event.ctrlKey) &&\n        // Case-insensitive so the shortcut still works with caps lock\n        /^k$/i.test(event.key)\n      ) {\n        event.preventDefault();\n        toggleSearchField();\n      }\n      // also allow Escape key to hide (but not show) the dynamic search field\n      else if (document.activeElement === input && /Escape/i.test(event.key)) {\n        toggleSearchField();\n      }\n    },\n    true,\n  );\n};\n\n/**\n * If the user is on a Mac, use command (⌘) instead of control (ctrl) key\n *\n * Note: `navigator.platform` is deprecated; however MDN still recommends using\n * it for the one specific use case of detecting whether a keyboard shortcut\n * should use control or command:\n * https://developer.mozilla.org/en-US/docs/Web/API/Navigator/platform#examples\n */\nvar useCommandKey =\n  navigator.platform.indexOf(\"Mac\") === 0 || navigator.platform === \"iPhone\";\n\n/**\n * Change the search hint to `meta key` if we are a Mac\n */\n\nvar changeSearchShortcutKey = () => {\n  let shortcuts = document.querySelectorAll(\".search-button__kbd-shortcut\");\n  if (useCommandKey) {\n    shortcuts.forEach(\n      (f) => (f.querySelector(\"kbd.kbd-shortcut__modifier\").innerText = \"⌘\"),\n    );\n  }\n};\n\n/**\n * Activate callbacks for search button popup\n */\nvar setupSearchButtons = () => {\n  changeSearchShortcutKey();\n  addEventListenerForSearchKeyboard();\n\n  // Add the search button trigger event callback\n  document.querySelectorAll(\".search-button__button\").forEach((btn) => {\n    btn.onclick = toggleSearchField;\n  });\n\n  // Add the search button overlay event callback\n  let overlay = document.querySelector(\".search-button__overlay\");\n  if (overlay) {\n    overlay.onclick = toggleSearchField;\n  }\n};\n\n/*******************************************************************************\n * Version Switcher\n * Note that this depends on two variables existing that are defined in\n * and `html-page-context` hook:\n *\n * - DOCUMENTATION_OPTIONS.pagename\n * - DOCUMENTATION_OPTIONS.theme_switcher_url\n */\n\n/**\n * path component of URL\n */\nvar getCurrentUrlPath = () => {\n  if (DOCUMENTATION_OPTIONS.BUILDER == \"dirhtml\") {\n    return DOCUMENTATION_OPTIONS.pagename == \"index\"\n      ? `/`\n      : `${DOCUMENTATION_OPTIONS.pagename}/`;\n  }\n  return `${DOCUMENTATION_OPTIONS.pagename}.html`;\n};\n\n/**\n * Allow user to dismiss the warning banner about the docs version being dev / old.\n * We store the dismissal date and version, to give us flexibility about making the\n * dismissal last for longer than one browser session, if we decide to do that.\n *\n * @param {event} event the event that trigger the check\n */\nasync function DismissBannerAndStorePref(event) {\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  banner.remove();\n  const version = DOCUMENTATION_OPTIONS.VERSION;\n  const now = new Date();\n  const banner_pref = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  );\n  console.debug(\n    `[PST] Dismissing the version warning banner on ${version} starting ${now}.`,\n  );\n  banner_pref[version] = now;\n  localStorage.setItem(\"pst_banner_pref\", JSON.stringify(banner_pref));\n}\n\n/**\n * Check if corresponding page path exists in other version of docs\n * and, if so, go there instead of the homepage of the other docs version\n *\n * @param {event} event the event that trigger the check\n */\nasync function checkPageExistsAndRedirect(event) {\n  // ensure we don't follow the initial link\n  event.preventDefault();\n  const currentFilePath = getCurrentUrlPath();\n  let tryUrl = event.currentTarget.getAttribute(\"href\");\n  let otherDocsHomepage = tryUrl.replace(currentFilePath, \"\");\n  try {\n    let head = await fetch(tryUrl, { method: \"HEAD\" });\n    if (head.ok) {\n      location.href = tryUrl; // the page exists, go there\n    } else {\n      location.href = otherDocsHomepage;\n    }\n  } catch (err) {\n    // something went wrong, probably CORS restriction, fallback to other docs homepage\n    location.href = otherDocsHomepage;\n  }\n}\n\n/**\n * Load and parse the version switcher JSON file from an absolute or relative URL.\n *\n * @param {string} url The URL to load version switcher entries from.\n */\nasync function fetchVersionSwitcherJSON(url) {\n  // first check if it's a valid URL\n  try {\n    var result = new URL(url);\n  } catch (err) {\n    if (err instanceof TypeError) {\n      if (!window.location.origin) {\n        // window.location.origin is null for local static sites\n        // (ie. window.location.protocol == 'file:')\n        //\n        // TODO: Fix this to return the static version switcher by working out\n        // how to get the correct path to the switcher JSON file on local static builds\n        return null;\n      }\n      // assume we got a relative path, and fix accordingly. But first, we need to\n      // use `fetch()` to follow redirects so we get the correct final base URL\n      const origin = await fetch(window.location.origin, { method: \"HEAD\" });\n      result = new URL(url, origin.url);\n    } else {\n      // something unexpected happened\n      throw err;\n    }\n  }\n  // load and return the JSON\n  const response = await fetch(result);\n  const data = await response.json();\n  return data;\n}\n\n// Populate the version switcher from the JSON data\nfunction populateVersionSwitcher(data, versionSwitcherBtns) {\n  const currentFilePath = getCurrentUrlPath();\n  versionSwitcherBtns.forEach((btn) => {\n    // Set empty strings by default so that these attributes exist and can be used in CSS selectors\n    btn.dataset[\"activeVersionName\"] = \"\";\n    btn.dataset[\"activeVersion\"] = \"\";\n  });\n  // in case there are multiple entries with the same version string, this helps us\n  // decide which entry's `name` to put on the button itself. Without this, it would\n  // always be the *last* version-matching entry; now it will be either the\n  // version-matching entry that is also marked as `\"preferred\": true`, or if that\n  // doesn't exist: the *first* version-matching entry.\n  data = data.map((entry) => {\n    // does this entry match the version that we're currently building/viewing?\n    entry.match =\n      entry.version == DOCUMENTATION_OPTIONS.theme_switcher_version_match;\n    entry.preferred = entry.preferred || false;\n    // if no custom name specified (e.g., \"latest\"), use version string\n    if (!(\"name\" in entry)) {\n      entry.name = entry.version;\n    }\n    return entry;\n  });\n  const hasMatchingPreferredEntry = data\n    .map((entry) => entry.preferred && entry.match)\n    .some(Boolean);\n  var foundMatch = false;\n  // create links to the corresponding page in the other docs versions\n  data.forEach((entry) => {\n    // create the node\n    const anchor = document.createElement(\"a\");\n    anchor.setAttribute(\n      \"class\",\n      \"dropdown-item list-group-item list-group-item-action py-1\",\n    );\n    anchor.setAttribute(\"href\", `${entry.url}${currentFilePath}`);\n    anchor.setAttribute(\"role\", \"option\");\n    const span = document.createElement(\"span\");\n    span.textContent = `${entry.name}`;\n    anchor.appendChild(span);\n    // Add dataset values for the version and name in case people want\n    // to apply CSS styling based on this information.\n    anchor.dataset[\"versionName\"] = entry.name;\n    anchor.dataset[\"version\"] = entry.version;\n    // replace dropdown button text with the preferred display name of the\n    // currently-viewed version, rather than using sphinx's {{ version }} variable.\n    // also highlight the dropdown entry for the currently-viewed version's entry\n    let matchesAndIsPreferred = hasMatchingPreferredEntry && entry.preferred;\n    let matchesAndIsFirst =\n      !hasMatchingPreferredEntry && !foundMatch && entry.match;\n    if (matchesAndIsPreferred || matchesAndIsFirst) {\n      anchor.classList.add(\"active\");\n      versionSwitcherBtns.forEach((btn) => {\n        btn.innerText = entry.name;\n        btn.dataset[\"activeVersionName\"] = entry.name;\n        btn.dataset[\"activeVersion\"] = entry.version;\n      });\n      foundMatch = true;\n    }\n    // There may be multiple version-switcher elements, e.g. one\n    // in a slide-over panel displayed on smaller screens.\n    document.querySelectorAll(\".version-switcher__menu\").forEach((menu) => {\n      // we need to clone the node for each menu, but onclick attributes are not\n      // preserved by `.cloneNode()` so we add onclick here after cloning.\n      let node = anchor.cloneNode(true);\n      node.onclick = checkPageExistsAndRedirect;\n      // on click, AJAX calls will check if the linked page exists before\n      // trying to redirect, and if not, will redirect to the homepage\n      // for that version of the docs.\n      menu.append(node);\n    });\n  });\n}\n\n/*******************************************************************************\n * Warning banner when viewing non-stable version of the docs.\n */\n\n/**\n * Show a warning banner when viewing a non-stable version of the docs.\n *\n * adapted 2023-06 from https://mne.tools/versionwarning.js, which was\n * originally adapted 2020-05 from https://scikit-learn.org/versionwarning.js\n *\n * @param {Array} data The version data used to populate the switcher menu.\n */\nfunction showVersionWarningBanner(data) {\n  var version = DOCUMENTATION_OPTIONS.VERSION;\n  // figure out what latest stable version is\n  var preferredEntries = data.filter((entry) => entry.preferred);\n  if (preferredEntries.length !== 1) {\n    const howMany = preferredEntries.length == 0 ? \"No\" : \"Multiple\";\n    console.log(\n      `[PST] ${howMany} versions marked \"preferred\" found in versions JSON, ignoring.`,\n    );\n    return;\n  }\n  const preferredVersion = preferredEntries[0].version;\n  const preferredURL = preferredEntries[0].url;\n  // if already on preferred version, nothing to do\n  const versionsAreComparable = validate(version) && validate(preferredVersion);\n  if (versionsAreComparable && compare(version, preferredVersion, \"=\")) {\n    console.log(\n      \"This is the prefered version of the docs, not showing the warning banner.\",\n    );\n    return;\n  }\n  // check if banner has been dismissed recently\n  const dismiss_date_str = JSON.parse(\n    localStorage.getItem(\"pst_banner_pref\") || \"{}\",\n  )[version];\n  if (dismiss_date_str != null) {\n    const dismiss_date = new Date(dismiss_date_str);\n    const now = new Date();\n    const milliseconds_in_a_day = 24 * 60 * 60 * 1000;\n    const days_passed = (now - dismiss_date) / milliseconds_in_a_day;\n    const timeout_in_days = 14;\n    if (days_passed < timeout_in_days) {\n      console.info(\n        `[PST] Suppressing version warning banner; was dismissed ${Math.floor(days_passed)} day(s) ago`,\n      );\n      return;\n    }\n  }\n\n  // now construct the warning banner\n  const banner = document.querySelector(\"#bd-header-version-warning\");\n  const middle = document.createElement(\"div\");\n  const inner = document.createElement(\"div\");\n  const bold = document.createElement(\"strong\");\n  const button = document.createElement(\"a\");\n  const close_btn = document.createElement(\"a\");\n  // these classes exist since pydata-sphinx-theme v0.10.0\n  // the init class is used for animation\n  middle.classList = \"bd-header-announcement__content  ms-auto me-auto\";\n  inner.classList = \"sidebar-message\";\n  button.classList =\n    \"btn text-wrap font-weight-bold ms-3 my-1 align-baseline pst-button-link-to-stable-version\";\n  button.href = `${preferredURL}${getCurrentUrlPath()}`;\n  button.innerText = \"Switch to stable version\";\n  button.onclick = checkPageExistsAndRedirect;\n  close_btn.classList = \"ms-3 my-1 align-baseline\";\n  const close_x = document.createElement(\"i\");\n  close_btn.append(close_x);\n  close_x.classList = \"fa-solid fa-xmark\";\n  close_btn.onclick = DismissBannerAndStorePref;\n  // add the version-dependent text\n  inner.innerText = \"This is documentation for \";\n  const isDev =\n    version.includes(\"dev\") ||\n    version.includes(\"rc\") ||\n    version.includes(\"pre\");\n  const newerThanPreferred =\n    versionsAreComparable && compare(version, preferredVersion, \">\");\n  if (isDev || newerThanPreferred) {\n    bold.innerText = \"an unstable development version\";\n  } else if (versionsAreComparable && compare(version, preferredVersion, \"<\")) {\n    bold.innerText = `an old version (${version})`;\n  } else if (!version) {\n    bold.innerText = \"an unknown version\"; // e.g., an empty string\n  } else {\n    bold.innerText = `version ${version}`;\n  }\n  banner.appendChild(middle);\n  banner.append(close_btn);\n  middle.appendChild(inner);\n  inner.appendChild(bold);\n  inner.appendChild(document.createTextNode(\".\"));\n  inner.appendChild(button);\n  banner.classList.remove(\"d-none\");\n}\n\n/*******************************************************************************\n * MutationObserver to move the ReadTheDocs button\n */\n\n/**\n * intercept the RTD flyout and place it in the rtd-footer-container if existing\n * if not it stays where on top of the page\n */\nfunction initRTDObserver() {\n  const mutatedCallback = (mutationList, observer) => {\n    mutationList.forEach((mutation) => {\n      // Check whether the mutation is for RTD, which will have a specific structure\n      if (mutation.addedNodes.length === 0) {\n        return;\n      }\n      if (mutation.addedNodes[0].data === undefined) {\n        return;\n      }\n      if (mutation.addedNodes[0].data.search(\"Inserted RTD Footer\") != -1) {\n        mutation.addedNodes.forEach((node) => {\n          document.getElementById(\"rtd-footer-container\").append(node);\n        });\n      }\n    });\n  };\n\n  const observer = new MutationObserver(mutatedCallback);\n  const config = { childList: true };\n  observer.observe(document.body, config);\n}\n\nasync function fetchAndUseVersions() {\n  // fetch the JSON version data (only once), then use it to populate the version\n  // switcher and maybe show the version warning bar\n  var versionSwitcherBtns = document.querySelectorAll(\n    \".version-switcher__button\",\n  );\n  const hasSwitcherMenu = versionSwitcherBtns.length > 0;\n  const hasVersionsJSON = DOCUMENTATION_OPTIONS.hasOwnProperty(\n    \"theme_switcher_json_url\",\n  );\n  const wantsWarningBanner = DOCUMENTATION_OPTIONS.show_version_warning_banner;\n\n  if (hasVersionsJSON && (hasSwitcherMenu || wantsWarningBanner)) {\n    const data = await fetchVersionSwitcherJSON(\n      DOCUMENTATION_OPTIONS.theme_switcher_json_url,\n    );\n    // TODO: remove the `if(data)` once the `return null` is fixed within fetchVersionSwitcherJSON.\n    // We don't really want the switcher and warning bar to silently not work.\n    if (data) {\n      populateVersionSwitcher(data, versionSwitcherBtns);\n      if (wantsWarningBanner) {\n        showVersionWarningBanner(data);\n      }\n    }\n  }\n}\n\n/*******************************************************************************\n * Add keyboard functionality to mobile sidebars.\n *\n * Wire up the hamburger-style buttons using the click event which (on buttons)\n * handles both mouse clicks and the space and enter keys.\n */\nfunction setupMobileSidebarKeyboardHandlers() {\n  // These are hidden checkboxes at the top of the page whose :checked property\n  // allows the mobile sidebars to be hidden or revealed via CSS.\n  const primaryToggle = document.getElementById(\"pst-primary-sidebar-checkbox\");\n  const secondaryToggle = document.getElementById(\n    \"pst-secondary-sidebar-checkbox\",\n  );\n  const primarySidebar = document.querySelector(\".bd-sidebar-primary\");\n  const secondarySidebar = document.querySelector(\".bd-sidebar-secondary\");\n\n  // Toggle buttons -\n  //\n  // These are the hamburger-style buttons in the header nav bar. When the user\n  // clicks, the button transmits the click to the hidden checkboxes used by the\n  // CSS to control whether the sidebar is open or closed.\n  const primaryClickTransmitter = document.querySelector(\".primary-toggle\");\n  const secondaryClickTransmitter = document.querySelector(\".secondary-toggle\");\n  [\n    [primaryClickTransmitter, primaryToggle, primarySidebar],\n    [secondaryClickTransmitter, secondaryToggle, secondarySidebar],\n  ].forEach(([clickTransmitter, toggle, sidebar]) => {\n    if (!clickTransmitter) {\n      return;\n    }\n    clickTransmitter.addEventListener(\"click\", (event) => {\n      event.preventDefault();\n      event.stopPropagation();\n      toggle.checked = !toggle.checked;\n\n      // If we are opening the sidebar, move focus to the first focusable item\n      // in the sidebar\n      if (toggle.checked) {\n        // Note: this selector is not exhaustive, and we may need to update it\n        // in the future\n        const tabStop = sidebar.querySelector(\"a, button\");\n        // use setTimeout because you cannot move focus synchronously during a\n        // click in the handler for the click event\n        setTimeout(() => tabStop.focus(), 100);\n      }\n    });\n  });\n\n  // Escape key -\n  //\n  // When sidebar is open, user should be able to press escape key to close the\n  // sidebar.\n  [\n    [primarySidebar, primaryToggle, primaryClickTransmitter],\n    [secondarySidebar, secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([sidebar, toggle, transmitter]) => {\n    if (!sidebar) {\n      return;\n    }\n    sidebar.addEventListener(\"keydown\", (event) => {\n      if (event.key === \"Escape\") {\n        event.preventDefault();\n        event.stopPropagation();\n        toggle.checked = false;\n        transmitter.focus();\n      }\n    });\n  });\n\n  // When the <label> overlay is clicked to close the sidebar, return focus to\n  // the opener button in the nav bar.\n  [\n    [primaryToggle, primaryClickTransmitter],\n    [secondaryToggle, secondaryClickTransmitter],\n  ].forEach(([toggle, transmitter]) => {\n    toggle.addEventListener(\"change\", (event) => {\n      if (!event.currentTarget.checked) {\n        transmitter.focus();\n      }\n    });\n  });\n}\n\n/**\n * When the page loads, or the window resizes, or descendant nodes are added or\n * removed from the main element, check all code blocks and Jupyter notebook\n * outputs, and for each one that has scrollable overflow, set tabIndex = 0.\n */\nfunction addTabStopsToScrollableElements() {\n  const updateTabStops = () => {\n    document\n      .querySelectorAll(\n        \"pre, \" + // code blocks\n          \".nboutput > .output_area, \" + // NBSphinx notebook output\n          \".cell_output > .output, \" + // Myst-NB\n          \".jp-RenderedHTMLCommon\", // ipywidgets\n      )\n      .forEach((el) => {\n        el.tabIndex =\n          el.scrollWidth > el.clientWidth || el.scrollHeight > el.clientHeight\n            ? 0\n            : -1;\n      });\n  };\n  const debouncedUpdateTabStops = debounce(updateTabStops, 300);\n\n  // On window resize\n  window.addEventListener(\"resize\", debouncedUpdateTabStops);\n\n  // The following MutationObserver is for ipywidgets, which take some time to\n  // finish loading and rendering on the page (so even after the \"load\" event is\n  // fired, they still have not finished rendering). Would be nice to replace\n  // the MutationObserver if there is a way to hook into the ipywidgets code to\n  // know when it is done.\n  const mainObserver = new MutationObserver(debouncedUpdateTabStops);\n\n  // On descendant nodes added/removed from main element\n  mainObserver.observe(document.getElementById(\"main-content\"), {\n    subtree: true,\n    childList: true,\n  });\n\n  // On page load (when this function gets called)\n  updateTabStops();\n}\nfunction debounce(callback, wait) {\n  let timeoutId = null;\n  return (...args) => {\n    clearTimeout(timeoutId);\n    timeoutId = setTimeout(() => {\n      callback(...args);\n    }, wait);\n  };\n}\n\n/*******************************************************************************\n * Announcement banner - fetch and load remote HTML\n */\nasync function setupAnnouncementBanner() {\n  const banner = document.querySelector(\".bd-header-announcement\");\n  const { pstAnnouncementUrl } = banner ? banner.dataset : null;\n\n  if (!pstAnnouncementUrl) {\n    return;\n  }\n\n  try {\n    const response = await fetch(pstAnnouncementUrl);\n    if (!response.ok) {\n      throw new Error(\n        `[PST]: HTTP response status not ok: ${response.status} ${response.statusText}`,\n      );\n    }\n    const data = await response.text();\n    if (data.length === 0) {\n      console.log(`[PST]: Empty announcement at: ${pstAnnouncementUrl}`);\n      return;\n    }\n    banner.innerHTML = `<div class=\"bd-header-announcement__content\">${data}</div>`;\n    banner.classList.remove(\"d-none\");\n  } catch (_error) {\n    console.log(`[PST]: Failed to load announcement at: ${pstAnnouncementUrl}`);\n    console.error(_error);\n  }\n}\n\n/*******************************************************************************\n * Reveal (and animate) the banners (version warning, announcement) together\n */\nasync function fetchRevealBannersTogether() {\n  // Wait until finished fetching and loading banners\n  await Promise.allSettled([fetchAndUseVersions(), setupAnnouncementBanner()]);\n\n  // The revealer element should have CSS rules that set height to 0, overflow\n  // to hidden, and an animation transition on the height (unless the user has\n  // turned off animations)\n  const revealer = document.querySelector(\".pst-async-banner-revealer\");\n  if (!revealer) {\n    return;\n  }\n\n  // Remove the d-none (display-none) class to calculate the children heights.\n  revealer.classList.remove(\"d-none\");\n\n  // Add together the heights of the element's children\n  const height = Array.from(revealer.children).reduce(\n    (height, el) => height + el.offsetHeight,\n    0,\n  );\n\n  // Use the calculated height to give the revealer a non-zero height (if\n  // animations allowed, the height change will animate)\n  revealer.style.setProperty(\"height\", `${height}px`);\n\n  // Wait for a bit more than 300ms (the transition duration), then set height\n  // to auto so the banner can resize if the 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\ No newline at end of file
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index 481ba0c19..be9fa44d6 100644
--- a/develop/_static/scripts/sphinx-book-theme.js
+++ b/develop/_static/scripts/sphinx-book-theme.js
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\t// The module cache\n \tvar installedModules = {};\n\n \t// The require function\n \tfunction __webpack_require__(moduleId) {\n\n \t\t// Check if module is in cache\n \t\tif(installedModules[moduleId]) {\n \t\t\treturn installedModules[moduleId].exports;\n \t\t}\n \t\t// Create a new module (and put it into the cache)\n \t\tvar module = installedModules[moduleId] = {\n \t\t\ti: moduleId,\n \t\t\tl: false,\n \t\t\texports: {}\n \t\t};\n\n \t\t// Execute the module function\n \t\tmodules[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n \t\t// Flag the module as loaded\n \t\tmodule.l = true;\n\n \t\t// Return the exports of the module\n \t\treturn module.exports;\n \t}\n\n\n \t// expose the modules object (__webpack_modules__)\n \t__webpack_require__.m = modules;\n\n \t// expose the module cache\n \t__webpack_require__.c = installedModules;\n\n \t// define getter function for harmony exports\n \t__webpack_require__.d = function(exports, name, getter) {\n \t\tif(!__webpack_require__.o(exports, name)) {\n \t\t\tObject.defineProperty(exports, name, { enumerable: true, get: getter });\n \t\t}\n \t};\n\n \t// define __esModule on exports\n \t__webpack_require__.r = function(exports) {\n \t\tif(typeof Symbol !== 'undefined' && Symbol.toStringTag) {\n \t\t\tObject.defineProperty(exports, Symbol.toStringTag, { value: 'Module' });\n \t\t}\n \t\tObject.defineProperty(exports, '__esModule', { value: true });\n \t};\n\n \t// create a fake namespace object\n \t// mode & 1: value is a module id, require it\n \t// mode & 2: merge all properties of value into the ns\n \t// mode & 4: return value when already ns object\n \t// mode & 8|1: behave like require\n \t__webpack_require__.t = function(value, mode) {\n \t\tif(mode & 1) value = __webpack_require__(value);\n \t\tif(mode & 8) return value;\n \t\tif((mode & 4) && typeof value === 'object' && value && value.__esModule) return value;\n \t\tvar ns = Object.create(null);\n \t\t__webpack_require__.r(ns);\n \t\tObject.defineProperty(ns, 'default', { enumerable: true, value: value });\n \t\tif(mode & 2 && typeof value != 'string') for(var key in value) __webpack_require__.d(ns, key, function(key) { return value[key]; }.bind(null, key));\n \t\treturn ns;\n \t};\n\n \t// getDefaultExport function for compatibility with non-harmony modules\n \t__webpack_require__.n = function(module) {\n \t\tvar getter = module && module.__esModule ?\n \t\t\tfunction getDefault() { return module['default']; } :\n \t\t\tfunction getModuleExports() { return module; };\n \t\t__webpack_require__.d(getter, 'a', getter);\n \t\treturn getter;\n \t};\n\n \t// Object.prototype.hasOwnProperty.call\n \t__webpack_require__.o = function(object, property) { return Object.prototype.hasOwnProperty.call(object, property); };\n\n \t// __webpack_public_path__\n \t__webpack_require__.p = \"\";\n\n\n \t// Load entry module and return exports\n \treturn __webpack_require__(__webpack_require__.s = 0);\n","export default __webpack_public_path__ + \"styles/sphinx-book-theme.css\";","// Import CSS variables\n// ref: https://css-tricks.com/getting-javascript-to-talk-to-css-and-sass/\nimport \"../styles/index.scss\";\n\n/**\n * A helper function to load scripts when the DOM is loaded.\n * This waits for everything to be on the page first before running, since\n * some functionality doesn't behave properly until everything is ready.\n */\nvar sbRunWhenDOMLoaded = (cb) => {\n  if (document.readyState != \"loading\") {\n    cb();\n  } else if (document.addEventListener) {\n    document.addEventListener(\"DOMContentLoaded\", cb);\n  } else {\n    document.attachEvent(\"onreadystatechange\", function () {\n      if (document.readyState == \"complete\") cb();\n    });\n  }\n};\n\n/**\n * Toggle full-screen with button\n *\n * There are some browser-specific hacks in here:\n * - Safari requires a `webkit` prefix, so this uses conditionals to check for that\n *   ref: https://developer.mozilla.org/en-US/docs/Web/API/Fullscreen_API\n */\nvar toggleFullScreen = () => {\n  var isInFullScreen =\n    (document.fullscreenElement && document.fullscreenElement !== null) ||\n    (document.webkitFullscreenElement &&\n      document.webkitFullscreenElement !== null);\n  let docElm = document.documentElement;\n  if (!isInFullScreen) {\n    console.log(\"[SBT]: Entering full screen\");\n    if (docElm.requestFullscreen) {\n      docElm.requestFullscreen();\n    } else if (docElm.webkitRequestFullscreen) {\n      docElm.webkitRequestFullscreen();\n    }\n  } else {\n    console.log(\"[SBT]: Exiting full screen\");\n    if (document.exitFullscreen) {\n      document.exitFullscreen();\n    } else if (document.webkitExitFullscreen) {\n      document.webkitExitFullscreen();\n    }\n  }\n};\n\n/**\n * Manage scrolling behavior. This is primarily two things:\n *\n * 1. Hide the Table of Contents any time sidebar content is on the screen.\n *\n * This will be triggered any time a sidebar item enters or exits the screen.\n * It adds/removes items from an array if they have entered the screen, and\n * removes them when they exit the screen. It hides the TOC if anything is\n * on-screen.\n *\n * ref: https://developer.mozilla.org/en-US/docs/Web/API/Intersection_Observer_API\n *\n * 2. Add a `scrolled` class to <body> to trigger CSS changes.\n */\nvar initTocHide = () => {\n  var onScreenItems = [];\n  let hideTocCallback = (entries, observer) => {\n    // Check whether any sidebar item is displayed\n    entries.forEach((entry) => {\n      if (entry.isIntersecting) {\n        // If an element just came on screen, add it our list\n        onScreenItems.push(entry.target);\n      } else {\n        // Otherwise, if it's in our list then remove it\n        for (let ii = 0; ii < onScreenItems.length; ii++) {\n          if (onScreenItems[ii] === entry.target) {\n            onScreenItems.splice(ii, 1);\n            break;\n          }\n        }\n      }\n    });\n\n    // Hide the TOC if any margin content is displayed on the screen\n    if (onScreenItems.length > 0) {\n      document.querySelector(\"div.bd-sidebar-secondary\").classList.add(\"hide\");\n    } else {\n      document\n        .querySelector(\"div.bd-sidebar-secondary\")\n        .classList.remove(\"hide\");\n    }\n  };\n  let manageScrolledClassOnBody = (entries, observer) => {\n    // The pixel is at the top, so if we're < 0 that it means we've scrolled\n    if (entries[0].boundingClientRect.y < 0) {\n      document.body.classList.add(\"scrolled\");\n    } else {\n      document.body.classList.remove(\"scrolled\");\n    }\n  };\n\n  // Set up the intersection observer to watch all margin content\n  let options = {\n    // Trigger callback when the top of a margin item is 1/3 up the screen\n    rootMargin: \"0px 0px -33% 0px\",\n  };\n  let tocObserver = new IntersectionObserver(hideTocCallback, options);\n  // TODO: deprecate popout after v0.5.0\n  const selectorClasses = [\n    \"marginnote\",\n    \"sidenote\",\n    \"margin\",\n    \"margin-caption\",\n    \"full-width\",\n    \"sidebar\",\n    \"popout\",\n  ];\n  let marginSelector = [];\n  selectorClasses.forEach((ii) => {\n    // Use three permutations of each class name because `tag_` and `_` used to be supported\n    marginSelector.push(\n      ...[\n        `.${ii}`,\n        `.tag_${ii}`,\n        `.${ii.replace(\"-\", \"_\")}`,\n        `.tag_${ii.replace(\"-\", \"_\")}`,\n      ],\n    );\n  });\n  document.querySelectorAll(marginSelector.join(\", \")).forEach((ii) => {\n    tocObserver.observe(ii);\n  });\n\n  // Set up the observer to check if we've scrolled from top of page\n  let scrollObserver = new IntersectionObserver(manageScrolledClassOnBody);\n  scrollObserver.observe(document.querySelector(\".sbt-scroll-pixel-helper\"));\n};\n\n/**\n * Activate Thebe with a custom button click.\n */\nvar initThebeSBT = () => {\n  var title = document.querySelector(\"section h1\");\n  var sibling = title.nextElementSibling;\n  // If the next element after the title isn't a thebe button, add one now.\n  // That way it is initiatlized when thebe is first-clicked and isn't re-added after.\n  if (!sibling.classList.contains(\"thebe-launch-button\")) {\n    title.insertAdjacentHTML(\n      \"afterend\",\n      \"<button class='thebe-launch-button'></button>\",\n    );\n  }\n  // This function is provided by sphinx-thebe\n  initThebe();\n};\n\n/**\n * Add no print class to certain DOM elements\n */\n\nfunction addNoPrint() {\n  var noPrintSelector = [\n    \".bd-header-announcement\",\n    \".bd-header\",\n    \".bd-header-article\",\n    \".bd-sidebar-primary\",\n    \".bd-sidebar-secondary\",\n    \".bd-footer-article\",\n    \".bd-footer-content\",\n    \".bd-footer\",\n  ].join(\",\");\n  document.querySelectorAll(noPrintSelector).forEach((ii) => {\n    ii.classList.add(\"noprint\");\n  });\n}\n\n/**\n * Set up callback functions for UI click actions\n */\nwindow.initThebeSBT = initThebeSBT;\nwindow.toggleFullScreen = toggleFullScreen;\n\n/**\n * Set up functions to load when the DOM is ready\n */\nsbRunWhenDOMLoaded(initTocHide);\nsbRunWhenDOMLoaded(addNoPrint);\n"],"sourceRoot":""}
\ No newline at end of file
diff --git a/develop/_static/searchtools.js b/develop/_static/searchtools.js
index b08d58c9b..e89e34d4e 100644
--- a/develop/_static/searchtools.js
+++ b/develop/_static/searchtools.js
@@ -4,7 +4,7 @@
  *
  * Sphinx JavaScript utilities for the full-text search.
  *
- * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -57,12 +57,12 @@ const _removeChildren = (element) => {
 const _escapeRegExp = (string) =>
   string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
 
-const _displayItem = (item, searchTerms, highlightTerms) => {
+const _displayItem = (item, searchTerms) => {
   const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
   const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
   const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
   const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
-  const contentRoot = document.documentElement.dataset.content_root;
 
   const [docName, title, anchor, descr, score, _filename] = item;
 
@@ -75,35 +75,28 @@ const _displayItem = (item, searchTerms, highlightTerms) => {
     if (dirname.match(/\/index\/$/))
       dirname = dirname.substring(0, dirname.length - 6);
     else if (dirname === "index/") dirname = "";
-    requestUrl = contentRoot + dirname;
+    requestUrl = docUrlRoot + dirname;
     linkUrl = requestUrl;
   } else {
     // normal html builders
-    requestUrl = contentRoot + docName + docFileSuffix;
+    requestUrl = docUrlRoot + docName + docFileSuffix;
     linkUrl = docName + docLinkSuffix;
   }
   let linkEl = listItem.appendChild(document.createElement("a"));
   linkEl.href = linkUrl + anchor;
   linkEl.dataset.score = score;
   linkEl.innerHTML = title;
-  if (descr) {
+  if (descr)
     listItem.appendChild(document.createElement("span")).innerHTML =
       " (" + descr + ")";
-    // highlight search terms in the description
-    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-  }
   else if (showSearchSummary)
     fetch(requestUrl)
       .then((responseData) => responseData.text())
       .then((data) => {
         if (data)
           listItem.appendChild(
-            Search.makeSearchSummary(data, searchTerms, anchor)
+            Search.makeSearchSummary(data, searchTerms)
           );
-        // highlight search terms in the summary
-        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
       });
   Search.output.appendChild(listItem);
 };
@@ -116,43 +109,26 @@ const _finishSearch = (resultCount) => {
     );
   else
     Search.status.innerText = _(
-      "Search finished, found ${resultCount} page(s) matching the search query."
-    ).replace('${resultCount}', resultCount);
+      `Search finished, found ${resultCount} page(s) matching the search query.`
+    );
 };
 const _displayNextItem = (
   results,
   resultCount,
-  searchTerms,
-  highlightTerms,
+  searchTerms
 ) => {
   // results left, load the summary and display it
   // this is intended to be dynamic (don't sub resultsCount)
   if (results.length) {
-    _displayItem(results.pop(), searchTerms, highlightTerms);
+    _displayItem(results.pop(), searchTerms);
     setTimeout(
-      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      () => _displayNextItem(results, resultCount, searchTerms),
       5
     );
   }
   // search finished, update title and status message
   else _finishSearch(resultCount);
 };
-// Helper function used by query() to order search results.
-// Each input is an array of [docname, title, anchor, descr, score, filename].
-// Order the results by score (in opposite order of appearance, since the
-// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
-const _orderResultsByScoreThenName = (a, b) => {
-  const leftScore = a[4];
-  const rightScore = b[4];
-  if (leftScore === rightScore) {
-    // same score: sort alphabetically
-    const leftTitle = a[1].toLowerCase();
-    const rightTitle = b[1].toLowerCase();
-    if (leftTitle === rightTitle) return 0;
-    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
-  }
-  return leftScore > rightScore ? 1 : -1;
-};
 
 /**
  * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
@@ -176,26 +152,13 @@ const Search = {
   _queued_query: null,
   _pulse_status: -1,
 
-  htmlToText: (htmlString, anchor) => {
+  htmlToText: (htmlString) => {
     const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlink", "script", "style"]) {
-      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
-    }
-    if (anchor) {
-      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
-      if (anchorContent) return anchorContent.textContent;
-
-      console.warn(
-        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
-      );
-    }
-
-    // if anchor not specified or not found, fall back to main content
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
     const docContent = htmlElement.querySelector('[role="main"]');
-    if (docContent) return docContent.textContent;
-
+    if (docContent !== undefined) return docContent.textContent;
     console.warn(
-      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
     );
     return "";
   },
@@ -268,7 +231,16 @@ const Search = {
     else Search.deferQuery(query);
   },
 
-  _parseQuery: (query) => {
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  query: (query) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
     // stem the search terms and add them to the correct list
     const stemmer = new Stemmer();
     const searchTerms = new Set();
@@ -304,38 +276,21 @@ const Search = {
     // console.info("required: ", [...searchTerms]);
     // console.info("excluded: ", [...excludedTerms]);
 
-    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
-  },
-
-  /**
-   * execute search (requires search index to be loaded)
-   */
-  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-    const allTitles = Search._index.alltitles;
-    const indexEntries = Search._index.indexentries;
-
-    // Collect multiple result groups to be sorted separately and then ordered.
-    // Each is an array of [docname, title, anchor, descr, score, filename].
-    const normalResults = [];
-    const nonMainIndexResults = [];
-
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
     _removeChildren(document.getElementById("search-progress"));
 
-    const queryLower = query.toLowerCase().trim();
+    const queryLower = query.toLowerCase();
     for (const [title, foundTitles] of Object.entries(allTitles)) {
-      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
         for (const [file, id] of foundTitles) {
-          const score = Math.round(Scorer.title * queryLower.length / title.length);
-          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
-          normalResults.push([
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
             docNames[file],
             titles[file] !== title ? `${titles[file]} > ${title}` : title,
             id !== null ? "#" + id : "",
             null,
-            score + boost,
+            score,
             filenames[file],
           ]);
         }
@@ -345,47 +300,46 @@ const Search = {
     // search for explicit entries in index directives
     for (const [entry, foundEntries] of Object.entries(indexEntries)) {
       if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
-        for (const [file, id, isMain] of foundEntries) {
-          const score = Math.round(100 * queryLower.length / entry.length);
-          const result = [
+        for (const [file, id] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
             docNames[file],
             titles[file],
             id ? "#" + id : "",
             null,
             score,
             filenames[file],
-          ];
-          if (isMain) {
-            normalResults.push(result);
-          } else {
-            nonMainIndexResults.push(result);
-          }
+          ]);
         }
       }
     }
 
     // lookup as object
     objectTerms.forEach((term) =>
-      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+      results.push(...Search.performObjectSearch(term, objectTerms))
     );
 
     // lookup as search terms in fulltext
-    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
 
     // let the scorer override scores with a custom scoring function
-    if (Scorer.score) {
-      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
-      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
-    }
-
-    // Sort each group of results by score and then alphabetically by name.
-    normalResults.sort(_orderResultsByScoreThenName);
-    nonMainIndexResults.sort(_orderResultsByScoreThenName);
-
-    // Combine the result groups in (reverse) order.
-    // Non-main index entries are typically arbitrary cross-references,
-    // so display them after other results.
-    let results = [...nonMainIndexResults, ...normalResults];
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
+
+    // now sort the results by score (in opposite order of appearance, since the
+    // display function below uses pop() to retrieve items) and then
+    // alphabetically
+    results.sort((a, b) => {
+      const leftScore = a[4];
+      const rightScore = b[4];
+      if (leftScore === rightScore) {
+        // same score: sort alphabetically
+        const leftTitle = a[1].toLowerCase();
+        const rightTitle = b[1].toLowerCase();
+        if (leftTitle === rightTitle) return 0;
+        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+      }
+      return leftScore > rightScore ? 1 : -1;
+    });
 
     // remove duplicate search results
     // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
@@ -399,19 +353,14 @@ const Search = {
       return acc;
     }, []);
 
-    return results.reverse();
-  },
-
-  query: (query) => {
-    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
-    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+    results = results.reverse();
 
     // for debugging
     //Search.lastresults = results.slice();  // a copy
     // console.info("search results:", Search.lastresults);
 
     // print the results
-    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+    _displayNextItem(results, results.length, searchTerms);
   },
 
   /**
@@ -509,18 +458,14 @@ const Search = {
       // add support for partial matches
       if (word.length > 2) {
         const escapedWord = _escapeRegExp(word);
-        if (!terms.hasOwnProperty(word)) {
-          Object.keys(terms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: terms[term], score: Scorer.partialTerm });
-          });
-        }
-        if (!titleTerms.hasOwnProperty(word)) {
-          Object.keys(titleTerms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
-          });
-        }
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
+        });
       }
 
       // no match but word was a required one
@@ -543,8 +488,9 @@ const Search = {
 
       // create the mapping
       files.forEach((file) => {
-        if (!fileMap.has(file)) fileMap.set(file, [word]);
-        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [word]);
       });
     });
 
@@ -595,8 +541,8 @@ const Search = {
    * search summary for a given text. keywords is a list
    * of stemmed words.
    */
-  makeSearchSummary: (htmlText, keywords, anchor) => {
-    const text = Search.htmlToText(htmlText, anchor);
+  makeSearchSummary: (htmlText, keywords) => {
+    const text = Search.htmlToText(htmlText);
     if (text === "") return null;
 
     const textLower = text.toLowerCase();
diff --git a/develop/_static/sphinx_highlight.js b/develop/_static/sphinx_highlight.js
index 8a96c69a1..aae669d7e 100644
--- a/develop/_static/sphinx_highlight.js
+++ b/develop/_static/sphinx_highlight.js
@@ -29,19 +29,14 @@ const _highlight = (node, addItems, text, className) => {
       }
 
       span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-      const rest = document.createTextNode(val.substr(pos + text.length));
       parent.insertBefore(
         span,
         parent.insertBefore(
-          rest,
+          document.createTextNode(val.substr(pos + text.length)),
           node.nextSibling
         )
       );
       node.nodeValue = val.substr(0, pos);
-      /* There may be more occurrences of search term in this node. So call this
-       * function recursively on the remaining fragment.
-       */
-      _highlight(rest, addItems, text, className);
 
       if (isInSVG) {
         const rect = document.createElementNS(
@@ -145,10 +140,5 @@ const SphinxHighlight = {
   },
 };
 
-_ready(() => {
-  /* Do not call highlightSearchWords() when we are on the search page.
-   * It will highlight words from the *previous* search query.
-   */
-  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
-  SphinxHighlight.initEscapeListener();
-});
+_ready(SphinxHighlight.highlightSearchWords);
+_ready(SphinxHighlight.initEscapeListener);
diff --git a/develop/_static/styles/bootstrap.css b/develop/_static/styles/bootstrap.css
index 5ac709fc9..0aa5f54f3 100644
--- a/develop/_static/styles/bootstrap.css
+++ b/develop/_static/styles/bootstrap.css
@@ -1,6 +1,6 @@
 /*!
- * Bootstrap  v5.3.3 (https://getbootstrap.com/)
- * Copyright 2011-2024 The Bootstrap Authors
+ * Bootstrap  v5.2.3 (https://getbootstrap.com/)
+ * Copyright 2011-2022 The Bootstrap Authors
+ * Copyright 2011-2022 Twitter, Inc.
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */:root,[data-bs-theme=light]{--bs-blue:#0d6efd;--bs-indigo:#6610f2;--bs-purple:#6f42c1;--bs-pink:#d63384;--bs-red:#dc3545;--bs-orange:#fd7e14;--bs-yellow:#ffc107;--bs-green:#198754;--bs-teal:#20c997;--bs-cyan:#0dcaf0;--bs-black:#000;--bs-white:#fff;--bs-gray:#6c757d;--bs-gray-dark:#343a40;--bs-gray-100:#f8f9fa;--bs-gray-200:#e9ecef;--bs-gray-300:#dee2e6;--bs-gray-400:#ced4da;--bs-gray-500:#adb5bd;--bs-gray-600:#6c757d;--bs-gray-700:#495057;--bs-gray-800:#343a40;--bs-gray-900:#212529;--bs-primary:#0d6efd;--bs-secondary:#6c757d;--bs-success:#198754;--bs-info:#0dcaf0;--bs-warning:#ffc107;--bs-danger:#dc3545;--bs-light:#f8f9fa;--bs-dark:#212529;--bs-primary-rgb:13,110,253;--bs-secondary-rgb:108,117,125;--bs-success-rgb:25,135,84;--bs-info-rgb:13,202,240;--bs-warning-rgb:255,193,7;--bs-danger-rgb:220,53,69;--bs-light-rgb:248,249,250;--bs-dark-rgb:33,37,41;--bs-primary-text-emphasis:#052c65;--bs-secondary-text-emphasis:#2b2f32;--bs-success-text-emphasis:#0a3622;--bs-info-text-emphasis:#055160;--bs-warning-text-emphasis:#664d03;--bs-danger-text-emphasis:#58151c;--bs-light-text-emphasis:#495057;--bs-dark-text-emphasis:#495057;--bs-primary-bg-subtle:#cfe2ff;--bs-secondary-bg-subtle:#e2e3e5;--bs-success-bg-subtle:#d1e7dd;--bs-info-bg-subtle:#cff4fc;--bs-warning-bg-subtle:#fff3cd;--bs-danger-bg-subtle:#f8d7da;--bs-light-bg-subtle:#fcfcfd;--bs-dark-bg-subtle:#ced4da;--bs-primary-border-subtle:#9ec5fe;--bs-secondary-border-subtle:#c4c8cb;--bs-success-border-subtle:#a3cfbb;--bs-info-border-subtle:#9eeaf9;--bs-warning-border-subtle:#ffe69c;--bs-danger-border-subtle:#f1aeb5;--bs-light-border-subtle:#e9ecef;--bs-dark-border-subtle:#adb5bd;--bs-white-rgb:255,255,255;--bs-black-rgb:0,0,0;--bs-font-sans-serif:system-ui,-apple-system,"Segoe UI",Roboto,"Helvetica Neue","Noto Sans","Liberation Sans",Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";--bs-font-monospace:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;--bs-gradient:linear-gradient(180deg,hsla(0,0%,100%,.15),hsla(0,0%,100%,0));--bs-body-font-family:var(--bs-font-sans-serif);--bs-body-font-size:1rem;--bs-body-font-weight:400;--bs-body-line-height:1.5;--bs-body-color:#212529;--bs-body-color-rgb:33,37,41;--bs-body-bg:#fff;--bs-body-bg-rgb:255,255,255;--bs-emphasis-color:#000;--bs-emphasis-color-rgb:0,0,0;--bs-secondary-color:rgba(33,37,41,.75);--bs-secondary-color-rgb:33,37,41;--bs-secondary-bg:#e9ecef;--bs-secondary-bg-rgb:233,236,239;--bs-tertiary-color:rgba(33,37,41,.5);--bs-tertiary-color-rgb:33,37,41;--bs-tertiary-bg:#f8f9fa;--bs-tertiary-bg-rgb:248,249,250;--bs-heading-color:inherit;--bs-link-color:#0d6efd;--bs-link-color-rgb:13,110,253;--bs-link-decoration:underline;--bs-link-hover-color:#0a58ca;--bs-link-hover-color-rgb:10,88,202;--bs-code-color:#d63384;--bs-highlight-color:#212529;--bs-highlight-bg:#fff3cd;--bs-border-width:1px;--bs-border-style:solid;--bs-border-color:#dee2e6;--bs-border-color-translucent:rgba(0,0,0,.175);--bs-border-radius:0.375rem;--bs-border-radius-sm:0.25rem;--bs-border-radius-lg:0.5rem;--bs-border-radius-xl:1rem;--bs-border-radius-xxl:2rem;--bs-border-radius-2xl:var(--bs-border-radius-xxl);--bs-border-radius-pill:50rem;--bs-box-shadow:0 0.5rem 1rem rgba(0,0,0,.15);--bs-box-shadow-sm:0 0.125rem 0.25rem rgba(0,0,0,.075);--bs-box-shadow-lg:0 1rem 3rem rgba(0,0,0,.175);--bs-box-shadow-inset:inset 0 1px 2px rgba(0,0,0,.075);--bs-focus-ring-width:0.1875rem;--bs-focus-ring-opacity:1;--bs-focus-ring-color:var(--pst-color-accent);--bs-form-valid-color:#198754;--bs-form-valid-border-color:#198754;--bs-form-invalid-color:#dc3545;--bs-form-invalid-border-color:#dc3545}[data-bs-theme=dark]{--bs-body-color:#dee2e6;--bs-body-color-rgb:222,226,230;--bs-body-bg:#212529;--bs-body-bg-rgb:33,37,41;--bs-emphasis-color:#fff;--bs-emphasis-color-rgb:255,255,255;--bs-secondary-color:rgba(222,226,230,.75);--bs-secondary-color-rgb:222,226,230;--bs-secondary-bg:#343a40;--bs-secondary-bg-rgb:52,58,64;--bs-tertiary-color:rgba(222,226,230,.5);--bs-tertiary-color-rgb:222,226,230;--bs-tertiary-bg:#2b3035;--bs-tertiary-bg-rgb:43,48,53;--bs-primary-text-emphasis:#6ea8fe;--bs-secondary-text-emphasis:#a7acb1;--bs-success-text-emphasis:#75b798;--bs-info-text-emphasis:#6edff6;--bs-warning-text-emphasis:#ffda6a;--bs-danger-text-emphasis:#ea868f;--bs-light-text-emphasis:#f8f9fa;--bs-dark-text-emphasis:#dee2e6;--bs-primary-bg-subtle:#031633;--bs-secondary-bg-subtle:#161719;--bs-success-bg-subtle:#051b11;--bs-info-bg-subtle:#032830;--bs-warning-bg-subtle:#332701;--bs-danger-bg-subtle:#2c0b0e;--bs-light-bg-subtle:#343a40;--bs-dark-bg-subtle:#1a1d20;--bs-primary-border-subtle:#084298;--bs-secondary-border-subtle:#41464b;--bs-success-border-subtle:#0f5132;--bs-info-border-subtle:#087990;--bs-warning-border-subtle:#997404;--bs-danger-border-subtle:#842029;--bs-light-border-subtle:#495057;--bs-dark-border-subtle:#343a40;--bs-heading-color:inherit;--bs-link-color:#6ea8fe;--bs-link-hover-color:#8bb9fe;--bs-link-color-rgb:110,168,254;--bs-link-hover-color-rgb:139,185,254;--bs-code-color:#e685b5;--bs-highlight-color:#dee2e6;--bs-highlight-bg:#664d03;--bs-border-color:#495057;--bs-border-color-translucent:hsla(0,0%,100%,.15);--bs-form-valid-color:#75b798;--bs-form-valid-border-color:#75b798;--bs-form-invalid-color:#ea868f;--bs-form-invalid-border-color:#ea868f;color-scheme:dark}*,:after,:before{box-sizing:border-box}@media(prefers-reduced-motion:no-preference){:root{scroll-behavior:smooth}}body{-webkit-text-size-adjust:100%;-webkit-tap-highlight-color:rgba(0,0,0,0);background-color:var(--bs-body-bg);color:var(--bs-body-color);font-family:var(--bs-body-font-family);font-size:var(--bs-body-font-size);font-weight:var(--bs-body-font-weight);line-height:var(--bs-body-line-height);margin:0;text-align:var(--bs-body-text-align)}hr{border:0;border-top:var(--bs-border-width) solid;color:inherit;margin:1rem 0;opacity:.25}.h1,.h2,.h3,.h4,.h5,.h6,h1,h2,h3,h4,h5,h6{color:var(--bs-heading-color);font-weight:500;line-height:1.2;margin-bottom:.5rem;margin-top:0}.h1,h1{font-size:calc(1.375rem + 1.5vw)}@media(min-width:1200px){.h1,h1{font-size:2.5rem}}.h2,h2{font-size:calc(1.325rem + .9vw)}@media(min-width:1200px){.h2,h2{font-size:2rem}}.h3,h3{font-size:calc(1.3rem + .6vw)}@media(min-width:1200px){.h3,h3{font-size:1.75rem}}.h4,h4{font-size:calc(1.275rem + .3vw)}@media(min-width:1200px){.h4,h4{font-size:1.5rem}}.h5,h5{font-size:1.25rem}.h6,h6{font-size:1rem}p{margin-bottom:1rem;margin-top:0}abbr[title]{cursor:help;text-decoration:underline dotted;text-decoration-skip-ink:none}address{font-style:normal;line-height:inherit;margin-bottom:1rem}ol,ul{padding-left:2rem}dl,ol,ul{margin-bottom:1rem;margin-top:0}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}dt{font-weight:700}dd{margin-bottom:.5rem;margin-left:0}blockquote{margin:0 0 1rem}b,strong{font-weight:bolder}.small,small{font-size:.875em}.mark,mark{background-color:var(--bs-highlight-bg);color:var(--bs-highlight-color);padding:.1875em}sub,sup{font-size:.75em;line-height:0;position:relative;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}a{color:rgba(var(--bs-link-color-rgb),var(--bs-link-opacity,1));text-decoration:underline}a:hover{--bs-link-color-rgb:var(--bs-link-hover-color-rgb)}a:not([href]):not([class]),a:not([href]):not([class]):hover{color:inherit;text-decoration:none}code,kbd,pre,samp{font-family:var(--bs-font-monospace);font-size:1em}pre{display:block;font-size:.875em;margin-bottom:1rem;margin-top:0;overflow:auto}pre code{color:inherit;font-size:inherit;word-break:normal}code{word-wrap:break-word;color:var(--bs-code-color);font-size:.875em}a>code{color:inherit}kbd{background-color:var(--bs-body-color);border-radius:.25rem;color:var(--bs-body-bg);font-size:.875em;padding:.1875rem .375rem}kbd kbd{font-size:1em;padding:0}figure{margin:0 0 1rem}img,svg{vertical-align:middle}table{border-collapse:collapse;caption-side:bottom}caption{color:var(--bs-secondary-color);padding-bottom:.5rem;padding-top:.5rem;text-align:left}th{text-align:inherit;text-align:-webkit-match-parent}tbody,td,tfoot,th,thead,tr{border:0 solid;border-color:inherit}label{display:inline-block}button{border-radius:0}button:focus:not(:focus-visible){outline:0}button,input,optgroup,select,textarea{font-family:inherit;font-size:inherit;line-height:inherit;margin:0}button,select{text-transform:none}[role=button]{cursor:pointer}select{word-wrap:normal}select:disabled{opacity:1}[list]:not([type=date]):not([type=datetime-local]):not([type=month]):not([type=week]):not([type=time])::-webkit-calendar-picker-indicator{display:none!important}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]:not(:disabled),[type=reset]:not(:disabled),[type=submit]:not(:disabled),button:not(:disabled){cursor:pointer}::-moz-focus-inner{border-style:none;padding:0}textarea{resize:vertical}fieldset{border:0;margin:0;min-width:0;padding:0}legend{float:left;font-size:calc(1.275rem + .3vw);line-height:inherit;margin-bottom:.5rem;padding:0;width:100%}@media(min-width:1200px){legend{font-size:1.5rem}}legend+*{clear:left}::-webkit-datetime-edit-day-field,::-webkit-datetime-edit-fields-wrapper,::-webkit-datetime-edit-hour-field,::-webkit-datetime-edit-minute,::-webkit-datetime-edit-month-field,::-webkit-datetime-edit-text,::-webkit-datetime-edit-year-field{padding:0}::-webkit-inner-spin-button{height:auto}[type=search]{-webkit-appearance:textfield;outline-offset:-2px}::-webkit-search-decoration{-webkit-appearance:none}::-webkit-color-swatch-wrapper{padding:0}::file-selector-button{-webkit-appearance:button;font:inherit}output{display:inline-block}iframe{border:0}summary{cursor:pointer;display:list-item}progress{vertical-align:baseline}[hidden]{display:none!important}.lead{font-size:1.25rem;font-weight:300}.display-1{font-size:calc(1.625rem + 4.5vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-1{font-size:5rem}}.display-2{font-size:calc(1.575rem + 3.9vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-2{font-size:4.5rem}}.display-3{font-size:calc(1.525rem + 3.3vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-3{font-size:4rem}}.display-4{font-size:calc(1.475rem + 2.7vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-4{font-size:3.5rem}}.display-5{font-size:calc(1.425rem + 2.1vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-5{font-size:3rem}}.display-6{font-size:calc(1.375rem + 1.5vw);font-weight:300;line-height:1.2}@media(min-width:1200px){.display-6{font-size:2.5rem}}.list-inline,.list-unstyled{list-style:none;padding-left:0}.list-inline-item{display:inline-block}.list-inline-item:not(:last-child){margin-right:.5rem}.initialism{font-size:.875em;text-transform:uppercase}.blockquote{font-size:1.25rem;margin-bottom:1rem}.blockquote>:last-child{margin-bottom:0}.blockquote-footer{color:#6c757d;font-size:.875em;margin-bottom:1rem;margin-top:-1rem}.blockquote-footer:before{content:"— "}.img-fluid,.img-thumbnail{height:auto;max-width:100%}.img-thumbnail{background-color:var(--bs-body-bg);border:var(--bs-border-width) solid 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.accordion-button.collapsed{border-bottom-left-radius:var(--bs-accordion-inner-border-radius);border-bottom-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type>.accordion-collapse{border-bottom-left-radius:var(--bs-accordion-border-radius);border-bottom-right-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush>.accordion-item{border-left:0;border-radius:0;border-right:0}.accordion-flush>.accordion-item:first-child{border-top:0}.accordion-flush>.accordion-item:last-child{border-bottom:0}.accordion-flush>.accordion-item>.accordion-collapse,.accordion-flush>.accordion-item>.accordion-header .accordion-button,.accordion-flush>.accordion-item>.accordion-header .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button:after{--bs-accordion-btn-icon:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3E%3Cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3E%3C/svg%3E");--bs-accordion-btn-active-icon:url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3E%3Cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3E%3C/svg%3E")}.breadcrumb{--bs-breadcrumb-padding-x:0;--bs-breadcrumb-padding-y:0;--bs-breadcrumb-margin-bottom:1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color:var(--bs-secondary-color);--bs-breadcrumb-item-padding-x:0.5rem;--bs-breadcrumb-item-active-color:var(--bs-secondary-color);background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius);display:flex;flex-wrap:wrap;font-size:var(--bs-breadcrumb-font-size);list-style:none;margin-bottom:var(--bs-breadcrumb-margin-bottom);padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item:before{color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider,"/");float:left;padding-right:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x:0.75rem;--bs-pagination-padding-y:0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color:var(--bs-link-color);--bs-pagination-bg:var(--bs-body-bg);--bs-pagination-border-width:var(--bs-border-width);--bs-pagination-border-color:var(--bs-border-color);--bs-pagination-border-radius:var(--bs-border-radius);--bs-pagination-hover-color:var(--bs-link-hover-color);--bs-pagination-hover-bg:var(--bs-tertiary-bg);--bs-pagination-hover-border-color:var(--bs-border-color);--bs-pagination-focus-color:var(--bs-link-hover-color);--bs-pagination-focus-bg:var(--bs-secondary-bg);--bs-pagination-focus-box-shadow:0 0 0 0.1875rem var(--pst-color-accent);--bs-pagination-active-color:#fff;--bs-pagination-active-bg:#0d6efd;--bs-pagination-active-border-color:#0d6efd;--bs-pagination-disabled-color:var(--bs-secondary-color);--bs-pagination-disabled-bg:var(--bs-secondary-bg);--bs-pagination-disabled-border-color:var(--bs-border-color);display:flex;list-style:none;padding-left:0}.page-link{background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);color:var(--bs-pagination-color);display:block;font-size:var(--bs-pagination-font-size);padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);position:relative;text-decoration:none;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion:reduce){.page-link{transition:none}}.page-link:hover{background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color);color:var(--bs-pagination-hover-color);z-index:2}.page-link:focus{background-color:var(--bs-pagination-focus-bg);box-shadow:var(--bs-pagination-focus-box-shadow);color:var(--bs-pagination-focus-color);outline:0;z-index:3}.active>.page-link,.page-link.active{background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color);color:var(--bs-pagination-active-color);z-index:3}.disabled>.page-link,.page-link.disabled{background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color);color:var(--bs-pagination-disabled-color);pointer-events:none}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width)*-1)}.page-item:first-child .page-link{border-bottom-left-radius:var(--bs-pagination-border-radius);border-top-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-bottom-right-radius:var(--bs-pagination-border-radius);border-top-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x:1.5rem;--bs-pagination-padding-y:0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius:var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x:0.5rem;--bs-pagination-padding-y:0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius:var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x:0.65em;--bs-badge-padding-y:0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight:700;--bs-badge-color:#fff;--bs-badge-border-radius:var(--bs-border-radius);border-radius:var(--bs-badge-border-radius);color:var(--bs-badge-color);display:inline-block;font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);text-align:center;vertical-align:baseline;white-space:nowrap}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg:transparent;--bs-alert-padding-x:1rem;--bs-alert-padding-y:1rem;--bs-alert-margin-bottom:1rem;--bs-alert-color:inherit;--bs-alert-border-color:transparent;--bs-alert-border:var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius:var(--bs-border-radius);--bs-alert-link-color:inherit;background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius);color:var(--bs-alert-color);margin-bottom:var(--bs-alert-margin-bottom);padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);position:relative}.alert-heading{color:inherit}.alert-link{color:var(--bs-alert-link-color);font-weight:700}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{padding:1.25rem 1rem;position:absolute;right:0;top:0;z-index:2}.alert-primary{--bs-alert-color:var(--bs-primary-text-emphasis);--bs-alert-bg:var(--bs-primary-bg-subtle);--bs-alert-border-color:var(--bs-primary-border-subtle);--bs-alert-link-color:var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color:var(--bs-secondary-text-emphasis);--bs-alert-bg:var(--bs-secondary-bg-subtle);--bs-alert-border-color:var(--bs-secondary-border-subtle);--bs-alert-link-color:var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color:var(--bs-success-text-emphasis);--bs-alert-bg:var(--bs-success-bg-subtle);--bs-alert-border-color:var(--bs-success-border-subtle);--bs-alert-link-color:var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color:var(--bs-info-text-emphasis);--bs-alert-bg:var(--bs-info-bg-subtle);--bs-alert-border-color:var(--bs-info-border-subtle);--bs-alert-link-color:var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color:var(--bs-warning-text-emphasis);--bs-alert-bg:var(--bs-warning-bg-subtle);--bs-alert-border-color:var(--bs-warning-border-subtle);--bs-alert-link-color:var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color:var(--bs-danger-text-emphasis);--bs-alert-bg:var(--bs-danger-bg-subtle);--bs-alert-border-color:var(--bs-danger-border-subtle);--bs-alert-link-color:var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color:var(--bs-light-text-emphasis);--bs-alert-bg:var(--bs-light-bg-subtle);--bs-alert-border-color:var(--bs-light-border-subtle);--bs-alert-link-color:var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color:var(--bs-dark-text-emphasis);--bs-alert-bg:var(--bs-dark-bg-subtle);--bs-alert-border-color:var(--bs-dark-border-subtle);--bs-alert-link-color:var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height:1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg:var(--bs-secondary-bg);--bs-progress-border-radius:var(--bs-border-radius);--bs-progress-box-shadow:var(--bs-box-shadow-inset);--bs-progress-bar-color:#fff;--bs-progress-bar-bg:#0d6efd;--bs-progress-bar-transition:width 0.6s ease;background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius);display:flex;font-size:var(--bs-progress-font-size);height:var(--bs-progress-height);overflow:hidden}.progress-bar{background-color:var(--bs-progress-bar-bg);color:var(--bs-progress-bar-color);display:flex;flex-direction:column;justify-content:center;overflow:hidden;text-align:center;transition:var(--bs-progress-bar-transition);white-space:nowrap}@media(prefers-reduced-motion:reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg,hsla(0,0%,100%,.15) 25%,transparent 0,transparent 50%,hsla(0,0%,100%,.15) 0,hsla(0,0%,100%,.15) 75%,transparent 0,transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:progress-bar-stripes 1s linear infinite}@media(prefers-reduced-motion:reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color:var(--bs-body-color);--bs-list-group-bg:var(--bs-body-bg);--bs-list-group-border-color:var(--bs-border-color);--bs-list-group-border-width:var(--bs-border-width);--bs-list-group-border-radius:var(--bs-border-radius);--bs-list-group-item-padding-x:1rem;--bs-list-group-item-padding-y:0.5rem;--bs-list-group-action-color:var(--bs-secondary-color);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-tertiary-bg);--bs-list-group-action-active-color:var(--bs-body-color);--bs-list-group-action-active-bg:var(--bs-secondary-bg);--bs-list-group-disabled-color:var(--bs-secondary-color);--bs-list-group-disabled-bg:var(--bs-body-bg);--bs-list-group-active-color:#fff;--bs-list-group-active-bg:#0d6efd;--bs-list-group-active-border-color:#0d6efd;border-radius:var(--bs-list-group-border-radius);display:flex;flex-direction:column;margin-bottom:0;padding-left:0}.list-group-numbered{counter-reset:section;list-style-type:none}.list-group-numbered>.list-group-item:before{content:counters(section,".") 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";counter-increment:section}.list-group-item-action{color:var(--bs-list-group-action-color);text-align:inherit;width:100%}.list-group-item-action:focus,.list-group-item-action:hover{background-color:var(--bs-list-group-action-hover-bg);color:var(--bs-list-group-action-hover-color);text-decoration:none;z-index:1}.list-group-item-action:active{background-color:var(--bs-list-group-action-active-bg);color:var(--bs-list-group-action-active-color)}.list-group-item{background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color);color:var(--bs-list-group-color);display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);position:relative;text-decoration:none}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-left-radius:inherit;border-bottom-right-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{background-color:var(--bs-list-group-disabled-bg);color:var(--bs-list-group-disabled-color);pointer-events:none}.list-group-item.active{background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color);color:var(--bs-list-group-active-color);z-index:2}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{border-top-width:var(--bs-list-group-border-width);margin-top:calc(var(--bs-list-group-border-width)*-1)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-bottom-left-radius:0;border-top-right-radius:var(--bs-list-group-border-radius)}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-left-width:0;border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal>.list-group-item+.list-group-item.active{border-left-width:var(--bs-list-group-border-width);margin-left:calc(var(--bs-list-group-border-width)*-1)}@media(min-width:540px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-bottom-left-radius:0;border-top-right-radius:var(--bs-list-group-border-radius)}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-left-width:0;border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{border-left-width:var(--bs-list-group-border-width);margin-left:calc(var(--bs-list-group-border-width)*-1)}}@media(min-width:720px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-bottom-left-radius:0;border-top-right-radius:var(--bs-list-group-border-radius)}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-left-width:0;border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal-md>.list-group-item+.list-group-item.active{border-left-width:var(--bs-list-group-border-width);margin-left:calc(var(--bs-list-group-border-width)*-1)}}@media(min-width:960px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-bottom-left-radius:0;border-top-right-radius:var(--bs-list-group-border-radius)}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-left-width:0;border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{border-left-width:var(--bs-list-group-border-width);margin-left:calc(var(--bs-list-group-border-width)*-1)}}@media(min-width:1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-bottom-left-radius:0;border-top-right-radius:var(--bs-list-group-border-radius)}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-left-width:0;border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{border-left-width:var(--bs-list-group-border-width);margin-left:calc(var(--bs-list-group-border-width)*-1)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color:var(--bs-primary-text-emphasis);--bs-list-group-bg:var(--bs-primary-bg-subtle);--bs-list-group-border-color:var(--bs-primary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-primary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-primary-border-subtle);--bs-list-group-active-color:var(--bs-primary-bg-subtle);--bs-list-group-active-bg:var(--bs-primary-text-emphasis);--bs-list-group-active-border-color:var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color:var(--bs-secondary-text-emphasis);--bs-list-group-bg:var(--bs-secondary-bg-subtle);--bs-list-group-border-color:var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-secondary-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-secondary-border-subtle);--bs-list-group-active-color:var(--bs-secondary-bg-subtle);--bs-list-group-active-bg:var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color:var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color:var(--bs-success-text-emphasis);--bs-list-group-bg:var(--bs-success-bg-subtle);--bs-list-group-border-color:var(--bs-success-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-success-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-success-border-subtle);--bs-list-group-active-color:var(--bs-success-bg-subtle);--bs-list-group-active-bg:var(--bs-success-text-emphasis);--bs-list-group-active-border-color:var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color:var(--bs-info-text-emphasis);--bs-list-group-bg:var(--bs-info-bg-subtle);--bs-list-group-border-color:var(--bs-info-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-info-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-info-border-subtle);--bs-list-group-active-color:var(--bs-info-bg-subtle);--bs-list-group-active-bg:var(--bs-info-text-emphasis);--bs-list-group-active-border-color:var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color:var(--bs-warning-text-emphasis);--bs-list-group-bg:var(--bs-warning-bg-subtle);--bs-list-group-border-color:var(--bs-warning-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-warning-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-warning-border-subtle);--bs-list-group-active-color:var(--bs-warning-bg-subtle);--bs-list-group-active-bg:var(--bs-warning-text-emphasis);--bs-list-group-active-border-color:var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color:var(--bs-danger-text-emphasis);--bs-list-group-bg:var(--bs-danger-bg-subtle);--bs-list-group-border-color:var(--bs-danger-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-danger-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-danger-border-subtle);--bs-list-group-active-color:var(--bs-danger-bg-subtle);--bs-list-group-active-bg:var(--bs-danger-text-emphasis);--bs-list-group-active-border-color:var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color:var(--bs-light-text-emphasis);--bs-list-group-bg:var(--bs-light-bg-subtle);--bs-list-group-border-color:var(--bs-light-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-light-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-light-border-subtle);--bs-list-group-active-color:var(--bs-light-bg-subtle);--bs-list-group-active-bg:var(--bs-light-text-emphasis);--bs-list-group-active-border-color:var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color:var(--bs-dark-text-emphasis);--bs-list-group-bg:var(--bs-dark-bg-subtle);--bs-list-group-border-color:var(--bs-dark-border-subtle);--bs-list-group-action-hover-color:var(--bs-emphasis-color);--bs-list-group-action-hover-bg:var(--bs-dark-border-subtle);--bs-list-group-action-active-color:var(--bs-emphasis-color);--bs-list-group-action-active-bg:var(--bs-dark-border-subtle);--bs-list-group-active-color:var(--bs-dark-bg-subtle);--bs-list-group-active-bg:var(--bs-dark-text-emphasis);--bs-list-group-active-border-color:var(--bs-dark-text-emphasis)}.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.modal-body{overflow-y:auto}}.tooltip{--bs-tooltip-zindex:1080;--bs-tooltip-max-width:200px;--bs-tooltip-padding-x:0.5rem;--bs-tooltip-padding-y:0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color:var(--bs-body-bg);--bs-tooltip-bg:var(--bs-emphasis-color);--bs-tooltip-border-radius:var(--bs-border-radius);--bs-tooltip-opacity:0.9;--bs-tooltip-arrow-width:0.8rem;--bs-tooltip-arrow-height:0.4rem;word-wrap:break-word;display:block;font-family:var(--bs-font-sans-serif);font-size:var(--bs-tooltip-font-size);font-style:normal;font-weight:400;letter-spacing:normal;line-break:auto;line-height:1.5;margin:var(--bs-tooltip-margin);opacity:0;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;white-space:normal;word-break:normal;word-spacing:normal;z-index:var(--bs-tooltip-zindex)}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;height:var(--bs-tooltip-arrow-height);width:var(--bs-tooltip-arrow-width)}.tooltip .tooltip-arrow:before{border-color:transparent;border-style:solid;content:"";position:absolute}.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow,.bs-tooltip-top .tooltip-arrow{bottom:calc(var(--bs-tooltip-arrow-height)*-1)}.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow:before,.bs-tooltip-top .tooltip-arrow:before{border-top-color:var(--bs-tooltip-bg);border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;top:-1px}.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow,.bs-tooltip-end .tooltip-arrow{height:var(--bs-tooltip-arrow-width);left:calc(var(--bs-tooltip-arrow-height)*-1);width:var(--bs-tooltip-arrow-height)}.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow:before,.bs-tooltip-end .tooltip-arrow:before{border-right-color:var(--bs-tooltip-bg);border-width:calc(var(--bs-tooltip-arrow-width)*.5) 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var(--bs-breadcrumb-padding-x)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item:before{color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider,"/");float:left;padding-right:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x:0.75rem;--bs-pagination-padding-y:0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color:var(--bs-link-color);--bs-pagination-bg:#fff;--bs-pagination-border-width:1px;--bs-pagination-border-color:#dee2e6;--bs-pagination-border-radius:0.375rem;--bs-pagination-hover-color:var(--bs-link-hover-color);--bs-pagination-hover-bg:#e9ecef;--bs-pagination-hover-border-color:#dee2e6;--bs-pagination-focus-color:var(--bs-link-hover-color);--bs-pagination-focus-bg:#e9ecef;--bs-pagination-focus-box-shadow:0 0 0 0.25rem 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0)}.dropdown-item:hover,.dropdown-item:focus{color:var(--bs-dropdown-link-hover-color);background-color:var(--bs-dropdown-link-hover-bg)}.dropdown-item.active,.dropdown-item:active{color:var(--bs-dropdown-link-active-color);text-decoration:none;background-color:var(--bs-dropdown-link-active-bg)}.dropdown-item.disabled,.dropdown-item:disabled{color:var(--bs-dropdown-link-disabled-color);pointer-events:none;background-color:rgba(0,0,0,0)}.dropdown-menu.show{display:block}.dropdown-header{display:block;padding:var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:0.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color: #dee2e6;--bs-dropdown-bg: #343a40;--bs-dropdown-border-color: var(--bs-border-color-translucent);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color: #dee2e6;--bs-dropdown-link-hover-color: #fff;--bs-dropdown-divider-bg: var(--bs-border-color-translucent);--bs-dropdown-link-hover-bg: var(--pst-color-surface);--bs-dropdown-link-active-color: #fff;--bs-dropdown-link-active-bg: var(--pst-color-surface);--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;flex-wrap:wrap;justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(var(--bs-border-width)*-1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(var(--bs-border-width)*-1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: 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1.25rem;--bs-navbar-brand-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-brand-hover-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25rem;--bs-navbar-toggler-padding-x: 0.75rem;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%2833, 37, 41, 0.75%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\");--bs-navbar-toggler-border-color: rgba(var(--bs-emphasis-color-rgb), 0.15);--bs-navbar-toggler-border-radius: var(--bs-border-radius);--bs-navbar-toggler-focus-width: 0.1875rem;--bs-navbar-toggler-transition: box-shadow 0.15s ease-in-out;position:relative;display:flex;flex-wrap:wrap;align-items:center;justify-content:space-between;padding:var(--bs-navbar-padding-y) 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.offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e\")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius)}.card-header-tabs{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-bottom:calc(-1*var(--bs-card-cap-padding-y));margin-left:calc(-0.5*var(--bs-card-cap-padding-x));border-bottom:0}.card-header-tabs .nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 540px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 0%;margin-bottom:0}.card-group>.card+.card{margin-left:0;border-left:0}.card-group>.card:not(:last-child){border-top-right-radius:0;border-bottom-right-radius:0}.card-group>.card:not(:last-child) .card-img-top,.card-group>.card:not(:last-child) .card-header{border-top-right-radius:0}.card-group>.card:not(:last-child) .card-img-bottom,.card-group>.card:not(:last-child) .card-footer{border-bottom-right-radius:0}.card-group>.card:not(:first-child){border-top-left-radius:0;border-bottom-left-radius:0}.card-group>.card:not(:first-child) .card-img-top,.card-group>.card:not(:first-child) .card-header{border-top-left-radius:0}.card-group>.card:not(:first-child) .card-img-bottom,.card-group>.card:not(:first-child) .card-footer{border-bottom-left-radius:0}}.accordion{--bs-accordion-color: var(--bs-body-color);--bs-accordion-bg: var(--bs-body-bg);--bs-accordion-transition: color 0.15s ease-in-out, background-color 0.15s ease-in-out, border-color 0.15s ease-in-out, box-shadow 0.15s ease-in-out, border-radius 0.15s ease;--bs-accordion-border-color: var(--bs-border-color);--bs-accordion-border-width: var(--bs-border-width);--bs-accordion-border-radius: var(--bs-border-radius);--bs-accordion-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: var(--bs-body-color);--bs-accordion-btn-bg: var(--bs-accordion-bg);--bs-accordion-btn-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='%23212529' stroke-linecap='round' stroke-linejoin='round'%3e%3cpath d='M2 5L8 11L14 5'/%3e%3c/svg%3e\");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='%23052c65' stroke-linecap='round' stroke-linejoin='round'%3e%3cpath d='M2 5L8 11L14 5'/%3e%3c/svg%3e\");--bs-accordion-btn-focus-box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:\"\";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type>.accordion-header .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type>.accordion-header .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type>.accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush>.accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush>.accordion-item:first-child{border-top:0}.accordion-flush>.accordion-item:last-child{border-bottom:0}.accordion-flush>.accordion-item>.accordion-header .accordion-button,.accordion-flush>.accordion-item>.accordion-header .accordion-button.collapsed{border-radius:0}.accordion-flush>.accordion-item>.accordion-collapse{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\");--bs-accordion-btn-active-icon: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e\")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, \"/\") /* rtl: var(--bs-breadcrumb-divider, \"/\") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.1875rem var(--pst-color-accent);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width)*-1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: 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var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 540px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 720px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 960px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url(\"data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e\");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.1875rem var(--pst-color-accent);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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0.5;position:fixed;top:0;left:0;z-index:var(--bs-backdrop-zindex);width:100vw;height:100vh;background-color:var(--bs-backdrop-bg)}.modal-backdrop.fade{opacity:0}.modal-backdrop.show{opacity:var(--bs-backdrop-opacity)}.modal-header{display:flex;flex-shrink:0;align-items:center;padding:var(--bs-modal-header-padding);border-bottom:var(--bs-modal-header-border-width) solid var(--bs-modal-header-border-color);border-top-left-radius:var(--bs-modal-inner-border-radius);border-top-right-radius:var(--bs-modal-inner-border-radius)}.modal-header .btn-close{padding:calc(var(--bs-modal-header-padding-y)*.5) calc(var(--bs-modal-header-padding-x)*.5);margin:calc(-0.5*var(--bs-modal-header-padding-y)) calc(-0.5*var(--bs-modal-header-padding-x)) calc(-0.5*var(--bs-modal-header-padding-y)) auto}.modal-title{margin-bottom:0;line-height:var(--bs-modal-title-line-height)}.modal-body{position:relative;flex:1 1 auto;padding:var(--bs-modal-padding)}.modal-footer{display:flex;flex-shrink:0;flex-wrap:wrap;align-items:center;justify-content:flex-end;padding:calc(var(--bs-modal-padding) - var(--bs-modal-footer-gap)*.5);background-color:var(--bs-modal-footer-bg);border-top:var(--bs-modal-footer-border-width) solid var(--bs-modal-footer-border-color);border-bottom-right-radius:var(--bs-modal-inner-border-radius);border-bottom-left-radius:var(--bs-modal-inner-border-radius)}.modal-footer>*{margin:calc(var(--bs-modal-footer-gap)*.5)}@media(min-width: 540px){.modal{--bs-modal-margin: 1.75rem;--bs-modal-box-shadow: var(--bs-box-shadow)}.modal-dialog{max-width:var(--bs-modal-width);margin-right:auto;margin-left:auto}.modal-sm{--bs-modal-width: 300px}}@media(min-width: 960px){.modal-lg,.modal-xl{--bs-modal-width: 800px}}@media(min-width: 1200px){.modal-xl{--bs-modal-width: 1140px}}.modal-fullscreen{width:100vw;max-width:none;height:100%;margin:0}.modal-fullscreen 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!important}.p-lg-5{padding:3rem !important}.px-lg-0{padding-right:0 !important;padding-left:0 !important}.px-lg-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-lg-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-lg-3{padding-right:1rem !important;padding-left:1rem !important}.px-lg-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-lg-5{padding-right:3rem !important;padding-left:3rem !important}.py-lg-0{padding-top:0 !important;padding-bottom:0 !important}.py-lg-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-lg-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-lg-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-lg-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-lg-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-lg-0{padding-top:0 !important}.pt-lg-1{padding-top:.25rem !important}.pt-lg-2{padding-top:.5rem !important}.pt-lg-3{padding-top:1rem !important}.pt-lg-4{padding-top:1.5rem !important}.pt-lg-5{padding-top:3rem !important}.pe-lg-0{padding-right:0 !important}.pe-lg-1{padding-right:.25rem !important}.pe-lg-2{padding-right:.5rem !important}.pe-lg-3{padding-right:1rem !important}.pe-lg-4{padding-right:1.5rem !important}.pe-lg-5{padding-right:3rem !important}.pb-lg-0{padding-bottom:0 !important}.pb-lg-1{padding-bottom:.25rem !important}.pb-lg-2{padding-bottom:.5rem !important}.pb-lg-3{padding-bottom:1rem !important}.pb-lg-4{padding-bottom:1.5rem !important}.pb-lg-5{padding-bottom:3rem !important}.ps-lg-0{padding-left:0 !important}.ps-lg-1{padding-left:.25rem !important}.ps-lg-2{padding-left:.5rem !important}.ps-lg-3{padding-left:1rem !important}.ps-lg-4{padding-left:1.5rem !important}.ps-lg-5{padding-left:3rem !important}.gap-lg-0{gap:0 !important}.gap-lg-1{gap:.25rem !important}.gap-lg-2{gap:.5rem !important}.gap-lg-3{gap:1rem !important}.gap-lg-4{gap:1.5rem !important}.gap-lg-5{gap:3rem !important}.row-gap-lg-0{row-gap:0 !important}.row-gap-lg-1{row-gap:.25rem !important}.row-gap-lg-2{row-gap:.5rem !important}.row-gap-lg-3{row-gap:1rem !important}.row-gap-lg-4{row-gap:1.5rem !important}.row-gap-lg-5{row-gap:3rem !important}.column-gap-lg-0{column-gap:0 !important}.column-gap-lg-1{column-gap:.25rem !important}.column-gap-lg-2{column-gap:.5rem !important}.column-gap-lg-3{column-gap:1rem !important}.column-gap-lg-4{column-gap:1.5rem !important}.column-gap-lg-5{column-gap:3rem !important}.text-lg-start{text-align:left !important}.text-lg-end{text-align:right !important}.text-lg-center{text-align:center !important}}@media(min-width: 1200px){.float-xl-start{float:left !important}.float-xl-end{float:right !important}.float-xl-none{float:none !important}.object-fit-xl-contain{object-fit:contain !important}.object-fit-xl-cover{object-fit:cover !important}.object-fit-xl-fill{object-fit:fill !important}.object-fit-xl-scale{object-fit:scale-down !important}.object-fit-xl-none{object-fit:none !important}.d-xl-inline{display:inline !important}.d-xl-inline-block{display:inline-block !important}.d-xl-block{display:block !important}.d-xl-grid{display:grid !important}.d-xl-inline-grid{display:inline-grid !important}.d-xl-table{display:table !important}.d-xl-table-row{display:table-row !important}.d-xl-table-cell{display:table-cell !important}.d-xl-flex{display:flex !important}.d-xl-inline-flex{display:inline-flex !important}.d-xl-none{display:none !important}.flex-xl-fill{flex:1 1 auto !important}.flex-xl-row{flex-direction:row !important}.flex-xl-column{flex-direction:column !important}.flex-xl-row-reverse{flex-direction:row-reverse !important}.flex-xl-column-reverse{flex-direction:column-reverse !important}.flex-xl-grow-0{flex-grow:0 !important}.flex-xl-grow-1{flex-grow:1 !important}.flex-xl-shrink-0{flex-shrink:0 !important}.flex-xl-shrink-1{flex-shrink:1 !important}.flex-xl-wrap{flex-wrap:wrap !important}.flex-xl-nowrap{flex-wrap:nowrap !important}.flex-xl-wrap-reverse{flex-wrap:wrap-reverse !important}.justify-content-xl-start{justify-content:flex-start !important}.justify-content-xl-end{justify-content:flex-end !important}.justify-content-xl-center{justify-content:center !important}.justify-content-xl-between{justify-content:space-between !important}.justify-content-xl-around{justify-content:space-around !important}.justify-content-xl-evenly{justify-content:space-evenly !important}.align-items-xl-start{align-items:flex-start !important}.align-items-xl-end{align-items:flex-end !important}.align-items-xl-center{align-items:center !important}.align-items-xl-baseline{align-items:baseline !important}.align-items-xl-stretch{align-items:stretch !important}.align-content-xl-start{align-content:flex-start !important}.align-content-xl-end{align-content:flex-end !important}.align-content-xl-center{align-content:center !important}.align-content-xl-between{align-content:space-between !important}.align-content-xl-around{align-content:space-around !important}.align-content-xl-stretch{align-content:stretch !important}.align-self-xl-auto{align-self:auto !important}.align-self-xl-start{align-self:flex-start !important}.align-self-xl-end{align-self:flex-end !important}.align-self-xl-center{align-self:center !important}.align-self-xl-baseline{align-self:baseline !important}.align-self-xl-stretch{align-self:stretch !important}.order-xl-first{order:-1 !important}.order-xl-0{order:0 !important}.order-xl-1{order:1 !important}.order-xl-2{order:2 !important}.order-xl-3{order:3 !important}.order-xl-4{order:4 !important}.order-xl-5{order:5 !important}.order-xl-last{order:6 !important}.m-xl-0{margin:0 !important}.m-xl-1{margin:.25rem !important}.m-xl-2{margin:.5rem !important}.m-xl-3{margin:1rem !important}.m-xl-4{margin:1.5rem !important}.m-xl-5{margin:3rem !important}.m-xl-auto{margin:auto !important}.mx-xl-0{margin-right:0 !important;margin-left:0 !important}.mx-xl-1{margin-right:.25rem !important;margin-left:.25rem !important}.mx-xl-2{margin-right:.5rem !important;margin-left:.5rem !important}.mx-xl-3{margin-right:1rem !important;margin-left:1rem !important}.mx-xl-4{margin-right:1.5rem !important;margin-left:1.5rem !important}.mx-xl-5{margin-right:3rem !important;margin-left:3rem !important}.mx-xl-auto{margin-right:auto !important;margin-left:auto !important}.my-xl-0{margin-top:0 !important;margin-bottom:0 !important}.my-xl-1{margin-top:.25rem !important;margin-bottom:.25rem !important}.my-xl-2{margin-top:.5rem !important;margin-bottom:.5rem !important}.my-xl-3{margin-top:1rem !important;margin-bottom:1rem !important}.my-xl-4{margin-top:1.5rem !important;margin-bottom:1.5rem !important}.my-xl-5{margin-top:3rem !important;margin-bottom:3rem !important}.my-xl-auto{margin-top:auto !important;margin-bottom:auto !important}.mt-xl-0{margin-top:0 !important}.mt-xl-1{margin-top:.25rem !important}.mt-xl-2{margin-top:.5rem !important}.mt-xl-3{margin-top:1rem !important}.mt-xl-4{margin-top:1.5rem !important}.mt-xl-5{margin-top:3rem !important}.mt-xl-auto{margin-top:auto !important}.me-xl-0{margin-right:0 !important}.me-xl-1{margin-right:.25rem !important}.me-xl-2{margin-right:.5rem !important}.me-xl-3{margin-right:1rem !important}.me-xl-4{margin-right:1.5rem !important}.me-xl-5{margin-right:3rem !important}.me-xl-auto{margin-right:auto !important}.mb-xl-0{margin-bottom:0 !important}.mb-xl-1{margin-bottom:.25rem !important}.mb-xl-2{margin-bottom:.5rem !important}.mb-xl-3{margin-bottom:1rem !important}.mb-xl-4{margin-bottom:1.5rem !important}.mb-xl-5{margin-bottom:3rem !important}.mb-xl-auto{margin-bottom:auto !important}.ms-xl-0{margin-left:0 !important}.ms-xl-1{margin-left:.25rem !important}.ms-xl-2{margin-left:.5rem !important}.ms-xl-3{margin-left:1rem !important}.ms-xl-4{margin-left:1.5rem !important}.ms-xl-5{margin-left:3rem !important}.ms-xl-auto{margin-left:auto !important}.p-xl-0{padding:0 !important}.p-xl-1{padding:.25rem !important}.p-xl-2{padding:.5rem !important}.p-xl-3{padding:1rem !important}.p-xl-4{padding:1.5rem !important}.p-xl-5{padding:3rem !important}.px-xl-0{padding-right:0 !important;padding-left:0 !important}.px-xl-1{padding-right:.25rem !important;padding-left:.25rem !important}.px-xl-2{padding-right:.5rem !important;padding-left:.5rem !important}.px-xl-3{padding-right:1rem !important;padding-left:1rem !important}.px-xl-4{padding-right:1.5rem !important;padding-left:1.5rem !important}.px-xl-5{padding-right:3rem !important;padding-left:3rem !important}.py-xl-0{padding-top:0 !important;padding-bottom:0 !important}.py-xl-1{padding-top:.25rem !important;padding-bottom:.25rem !important}.py-xl-2{padding-top:.5rem !important;padding-bottom:.5rem !important}.py-xl-3{padding-top:1rem !important;padding-bottom:1rem !important}.py-xl-4{padding-top:1.5rem !important;padding-bottom:1.5rem !important}.py-xl-5{padding-top:3rem !important;padding-bottom:3rem !important}.pt-xl-0{padding-top:0 !important}.pt-xl-1{padding-top:.25rem !important}.pt-xl-2{padding-top:.5rem !important}.pt-xl-3{padding-top:1rem !important}.pt-xl-4{padding-top:1.5rem !important}.pt-xl-5{padding-top:3rem !important}.pe-xl-0{padding-right:0 !important}.pe-xl-1{padding-right:.25rem !important}.pe-xl-2{padding-right:.5rem !important}.pe-xl-3{padding-right:1rem !important}.pe-xl-4{padding-right:1.5rem !important}.pe-xl-5{padding-right:3rem !important}.pb-xl-0{padding-bottom:0 !important}.pb-xl-1{padding-bottom:.25rem !important}.pb-xl-2{padding-bottom:.5rem !important}.pb-xl-3{padding-bottom:1rem !important}.pb-xl-4{padding-bottom:1.5rem !important}.pb-xl-5{padding-bottom:3rem !important}.ps-xl-0{padding-left:0 !important}.ps-xl-1{padding-left:.25rem !important}.ps-xl-2{padding-left:.5rem !important}.ps-xl-3{padding-left:1rem !important}.ps-xl-4{padding-left:1.5rem !important}.ps-xl-5{padding-left:3rem !important}.gap-xl-0{gap:0 !important}.gap-xl-1{gap:.25rem !important}.gap-xl-2{gap:.5rem !important}.gap-xl-3{gap:1rem !important}.gap-xl-4{gap:1.5rem !important}.gap-xl-5{gap:3rem !important}.row-gap-xl-0{row-gap:0 !important}.row-gap-xl-1{row-gap:.25rem !important}.row-gap-xl-2{row-gap:.5rem !important}.row-gap-xl-3{row-gap:1rem !important}.row-gap-xl-4{row-gap:1.5rem !important}.row-gap-xl-5{row-gap:3rem !important}.column-gap-xl-0{column-gap:0 !important}.column-gap-xl-1{column-gap:.25rem !important}.column-gap-xl-2{column-gap:.5rem !important}.column-gap-xl-3{column-gap:1rem !important}.column-gap-xl-4{column-gap:1.5rem !important}.column-gap-xl-5{column-gap:3rem !important}.text-xl-start{text-align:left !important}.text-xl-end{text-align:right !important}.text-xl-center{text-align:center !important}}@media(min-width: 1200px){.fs-1{font-size:2.5rem !important}.fs-2{font-size:2rem !important}.fs-3{font-size:1.75rem !important}.fs-4{font-size:1.5rem !important}}@media print{.d-print-inline{display:inline !important}.d-print-inline-block{display:inline-block !important}.d-print-block{display:block !important}.d-print-grid{display:grid !important}.d-print-inline-grid{display:inline-grid !important}.d-print-table{display:table !important}.d-print-table-row{display:table-row !important}.d-print-table-cell{display:table-cell !important}.d-print-flex{display:flex !important}.d-print-inline-flex{display:inline-flex !important}.d-print-none{display:none !important}}","@mixin bsBanner($file) {\n  /*!\n   * Bootstrap #{$file} v5.3.3 (https://getbootstrap.com/)\n   * Copyright 2011-2024 The Bootstrap Authors\n   * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n   */\n}\n",":root,\n[data-bs-theme=\"light\"] {\n  // Note: Custom variable values only support SassScript inside `#{}`.\n\n  // Colors\n  //\n  // Generate palettes for full colors, grays, and theme colors.\n\n  @each $color, $value in $colors {\n    --#{$prefix}#{$color}: #{$value};\n  }\n\n  @each $color, $value in $grays {\n    --#{$prefix}gray-#{$color}: #{$value};\n  }\n\n  @each $color, $value in $theme-colors {\n    --#{$prefix}#{$color}: #{$value};\n  }\n\n  @each $color, $value in $theme-colors-rgb {\n    --#{$prefix}#{$color}-rgb: #{$value};\n  }\n\n  @each $color, $value in $theme-colors-text {\n    --#{$prefix}#{$color}-text-emphasis: #{$value};\n  }\n\n  @each $color, $value in $theme-colors-bg-subtle {\n    --#{$prefix}#{$color}-bg-subtle: #{$value};\n  }\n\n  @each $color, $value in $theme-colors-border-subtle {\n    --#{$prefix}#{$color}-border-subtle: #{$value};\n  }\n\n  --#{$prefix}white-rgb: #{to-rgb($white)};\n  --#{$prefix}black-rgb: #{to-rgb($black)};\n\n  // Fonts\n\n  // Note: Use `inspect` for lists so that quoted items keep the quotes.\n  // See https://github.com/sass/sass/issues/2383#issuecomment-336349172\n  --#{$prefix}font-sans-serif: #{inspect($font-family-sans-serif)};\n  --#{$prefix}font-monospace: #{inspect($font-family-monospace)};\n  --#{$prefix}gradient: #{$gradient};\n\n  // Root and body\n  // scss-docs-start root-body-variables\n  @if $font-size-root != null {\n    --#{$prefix}root-font-size: #{$font-size-root};\n  }\n  --#{$prefix}body-font-family: #{inspect($font-family-base)};\n  @include rfs($font-size-base, --#{$prefix}body-font-size);\n  --#{$prefix}body-font-weight: #{$font-weight-base};\n  --#{$prefix}body-line-height: #{$line-height-base};\n  @if $body-text-align != null {\n    --#{$prefix}body-text-align: #{$body-text-align};\n  }\n\n  --#{$prefix}body-color: #{$body-color};\n  --#{$prefix}body-color-rgb: #{to-rgb($body-color)};\n  --#{$prefix}body-bg: #{$body-bg};\n  --#{$prefix}body-bg-rgb: #{to-rgb($body-bg)};\n\n  --#{$prefix}emphasis-color: #{$body-emphasis-color};\n  --#{$prefix}emphasis-color-rgb: #{to-rgb($body-emphasis-color)};\n\n  --#{$prefix}secondary-color: #{$body-secondary-color};\n  --#{$prefix}secondary-color-rgb: #{to-rgb($body-secondary-color)};\n  --#{$prefix}secondary-bg: #{$body-secondary-bg};\n  --#{$prefix}secondary-bg-rgb: #{to-rgb($body-secondary-bg)};\n\n  --#{$prefix}tertiary-color: #{$body-tertiary-color};\n  --#{$prefix}tertiary-color-rgb: #{to-rgb($body-tertiary-color)};\n  --#{$prefix}tertiary-bg: #{$body-tertiary-bg};\n  --#{$prefix}tertiary-bg-rgb: #{to-rgb($body-tertiary-bg)};\n  // scss-docs-end root-body-variables\n\n  --#{$prefix}heading-color: #{$headings-color};\n\n  --#{$prefix}link-color: #{$link-color};\n  --#{$prefix}link-color-rgb: #{to-rgb($link-color)};\n  --#{$prefix}link-decoration: #{$link-decoration};\n\n  --#{$prefix}link-hover-color: #{$link-hover-color};\n  --#{$prefix}link-hover-color-rgb: #{to-rgb($link-hover-color)};\n\n  @if $link-hover-decoration != null {\n    --#{$prefix}link-hover-decoration: #{$link-hover-decoration};\n  }\n\n  --#{$prefix}code-color: #{$code-color};\n  --#{$prefix}highlight-color: #{$mark-color};\n  --#{$prefix}highlight-bg: #{$mark-bg};\n\n  // scss-docs-start root-border-var\n  --#{$prefix}border-width: #{$border-width};\n  --#{$prefix}border-style: #{$border-style};\n  --#{$prefix}border-color: #{$border-color};\n  --#{$prefix}border-color-translucent: #{$border-color-translucent};\n\n  --#{$prefix}border-radius: #{$border-radius};\n  --#{$prefix}border-radius-sm: #{$border-radius-sm};\n  --#{$prefix}border-radius-lg: #{$border-radius-lg};\n  --#{$prefix}border-radius-xl: #{$border-radius-xl};\n  --#{$prefix}border-radius-xxl: #{$border-radius-xxl};\n  --#{$prefix}border-radius-2xl: var(--#{$prefix}border-radius-xxl); // Deprecated in v5.3.0 for consistency\n  --#{$prefix}border-radius-pill: #{$border-radius-pill};\n  // scss-docs-end root-border-var\n\n  --#{$prefix}box-shadow: #{$box-shadow};\n  --#{$prefix}box-shadow-sm: #{$box-shadow-sm};\n  --#{$prefix}box-shadow-lg: #{$box-shadow-lg};\n  --#{$prefix}box-shadow-inset: #{$box-shadow-inset};\n\n  // Focus styles\n  // scss-docs-start root-focus-variables\n  --#{$prefix}focus-ring-width: #{$focus-ring-width};\n  --#{$prefix}focus-ring-opacity: #{$focus-ring-opacity};\n  --#{$prefix}focus-ring-color: #{$focus-ring-color};\n  // scss-docs-end root-focus-variables\n\n  // scss-docs-start root-form-validation-variables\n  --#{$prefix}form-valid-color: #{$form-valid-color};\n  --#{$prefix}form-valid-border-color: #{$form-valid-border-color};\n  --#{$prefix}form-invalid-color: #{$form-invalid-color};\n  --#{$prefix}form-invalid-border-color: #{$form-invalid-border-color};\n  // scss-docs-end root-form-validation-variables\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark, true) {\n    color-scheme: dark;\n\n    // scss-docs-start root-dark-mode-vars\n    --#{$prefix}body-color: #{$body-color-dark};\n    --#{$prefix}body-color-rgb: #{to-rgb($body-color-dark)};\n    --#{$prefix}body-bg: #{$body-bg-dark};\n    --#{$prefix}body-bg-rgb: #{to-rgb($body-bg-dark)};\n\n    --#{$prefix}emphasis-color: #{$body-emphasis-color-dark};\n    --#{$prefix}emphasis-color-rgb: #{to-rgb($body-emphasis-color-dark)};\n\n    --#{$prefix}secondary-color: #{$body-secondary-color-dark};\n    --#{$prefix}secondary-color-rgb: #{to-rgb($body-secondary-color-dark)};\n    --#{$prefix}secondary-bg: #{$body-secondary-bg-dark};\n    --#{$prefix}secondary-bg-rgb: #{to-rgb($body-secondary-bg-dark)};\n\n    --#{$prefix}tertiary-color: #{$body-tertiary-color-dark};\n    --#{$prefix}tertiary-color-rgb: #{to-rgb($body-tertiary-color-dark)};\n    --#{$prefix}tertiary-bg: #{$body-tertiary-bg-dark};\n    --#{$prefix}tertiary-bg-rgb: #{to-rgb($body-tertiary-bg-dark)};\n\n    @each $color, $value in $theme-colors-text-dark {\n      --#{$prefix}#{$color}-text-emphasis: #{$value};\n    }\n\n    @each $color, $value in $theme-colors-bg-subtle-dark {\n      --#{$prefix}#{$color}-bg-subtle: #{$value};\n    }\n\n    @each $color, $value in $theme-colors-border-subtle-dark {\n      --#{$prefix}#{$color}-border-subtle: #{$value};\n    }\n\n    --#{$prefix}heading-color: #{$headings-color-dark};\n\n    --#{$prefix}link-color: #{$link-color-dark};\n    --#{$prefix}link-hover-color: #{$link-hover-color-dark};\n    --#{$prefix}link-color-rgb: #{to-rgb($link-color-dark)};\n    --#{$prefix}link-hover-color-rgb: #{to-rgb($link-hover-color-dark)};\n\n    --#{$prefix}code-color: #{$code-color-dark};\n    --#{$prefix}highlight-color: #{$mark-color-dark};\n    --#{$prefix}highlight-bg: #{$mark-bg-dark};\n\n    --#{$prefix}border-color: #{$border-color-dark};\n    --#{$prefix}border-color-translucent: #{$border-color-translucent-dark};\n\n    --#{$prefix}form-valid-color: #{$form-valid-color-dark};\n    --#{$prefix}form-valid-border-color: #{$form-valid-border-color-dark};\n    --#{$prefix}form-invalid-color: #{$form-invalid-color-dark};\n    --#{$prefix}form-invalid-border-color: #{$form-invalid-border-color-dark};\n    // scss-docs-end root-dark-mode-vars\n  }\n}\n","// stylelint-disable scss/dimension-no-non-numeric-values\n\n// SCSS RFS mixin\n//\n// Automated responsive values for font sizes, paddings, margins and much more\n//\n// Licensed under MIT (https://github.com/twbs/rfs/blob/main/LICENSE)\n\n// Configuration\n\n// Base value\n$rfs-base-value: 1.25rem !default;\n$rfs-unit: rem !default;\n\n@if $rfs-unit != rem and $rfs-unit != px {\n  @error \"`#{$rfs-unit}` is not a valid unit for $rfs-unit. Use `px` or `rem`.\";\n}\n\n// Breakpoint at where values start decreasing if screen width is smaller\n$rfs-breakpoint: 1200px !default;\n$rfs-breakpoint-unit: px !default;\n\n@if $rfs-breakpoint-unit != px and $rfs-breakpoint-unit != em and $rfs-breakpoint-unit != rem {\n  @error \"`#{$rfs-breakpoint-unit}` is not a valid unit for $rfs-breakpoint-unit. Use `px`, `em` or `rem`.\";\n}\n\n// Resize values based on screen height and width\n$rfs-two-dimensional: false !default;\n\n// Factor of decrease\n$rfs-factor: 10 !default;\n\n@if type-of($rfs-factor) != number or $rfs-factor <= 1 {\n  @error \"`#{$rfs-factor}` is not a valid  $rfs-factor, it must be greater than 1.\";\n}\n\n// Mode. Possibilities: \"min-media-query\", \"max-media-query\"\n$rfs-mode: min-media-query !default;\n\n// Generate enable or disable classes. Possibilities: false, \"enable\" or \"disable\"\n$rfs-class: false !default;\n\n// 1 rem = $rfs-rem-value px\n$rfs-rem-value: 16 !default;\n\n// Safari iframe resize bug: https://github.com/twbs/rfs/issues/14\n$rfs-safari-iframe-resize-bug-fix: false !default;\n\n// Disable RFS by setting $enable-rfs to false\n$enable-rfs: true !default;\n\n// Cache $rfs-base-value unit\n$rfs-base-value-unit: unit($rfs-base-value);\n\n@function divide($dividend, $divisor, $precision: 10) {\n  $sign: if($dividend > 0 and $divisor > 0 or $dividend < 0 and $divisor < 0, 1, -1);\n  $dividend: abs($dividend);\n  $divisor: abs($divisor);\n  @if $dividend == 0 {\n    @return 0;\n  }\n  @if $divisor == 0 {\n    @error \"Cannot divide by 0\";\n  }\n  $remainder: $dividend;\n  $result: 0;\n  $factor: 10;\n  @while ($remainder > 0 and $precision >= 0) {\n    $quotient: 0;\n    @while ($remainder >= $divisor) {\n      $remainder: $remainder - $divisor;\n      $quotient: $quotient + 1;\n    }\n    $result: $result * 10 + $quotient;\n    $factor: $factor * .1;\n    $remainder: $remainder * 10;\n    $precision: $precision - 1;\n    @if ($precision < 0 and $remainder >= $divisor * 5) {\n      $result: $result + 1;\n    }\n  }\n  $result: $result * $factor * $sign;\n  $dividend-unit: unit($dividend);\n  $divisor-unit: unit($divisor);\n  $unit-map: (\n    \"px\": 1px,\n    \"rem\": 1rem,\n    \"em\": 1em,\n    \"%\": 1%\n  );\n  @if ($dividend-unit != $divisor-unit and map-has-key($unit-map, $dividend-unit)) {\n    $result: $result * map-get($unit-map, $dividend-unit);\n  }\n  @return $result;\n}\n\n// Remove px-unit from $rfs-base-value for calculations\n@if $rfs-base-value-unit == px {\n  $rfs-base-value: divide($rfs-base-value, $rfs-base-value * 0 + 1);\n}\n@else if $rfs-base-value-unit == rem {\n  $rfs-base-value: divide($rfs-base-value, divide($rfs-base-value * 0 + 1, $rfs-rem-value));\n}\n\n// Cache $rfs-breakpoint unit to prevent multiple calls\n$rfs-breakpoint-unit-cache: unit($rfs-breakpoint);\n\n// Remove unit from $rfs-breakpoint for calculations\n@if $rfs-breakpoint-unit-cache == px {\n  $rfs-breakpoint: divide($rfs-breakpoint, $rfs-breakpoint * 0 + 1);\n}\n@else if $rfs-breakpoint-unit-cache == rem or $rfs-breakpoint-unit-cache == \"em\" {\n  $rfs-breakpoint: divide($rfs-breakpoint, divide($rfs-breakpoint * 0 + 1, $rfs-rem-value));\n}\n\n// Calculate the media query value\n$rfs-mq-value: if($rfs-breakpoint-unit == px, #{$rfs-breakpoint}px, #{divide($rfs-breakpoint, $rfs-rem-value)}#{$rfs-breakpoint-unit});\n$rfs-mq-property-width: if($rfs-mode == max-media-query, max-width, min-width);\n$rfs-mq-property-height: if($rfs-mode == max-media-query, max-height, min-height);\n\n// Internal mixin used to determine which media query needs to be used\n@mixin _rfs-media-query {\n  @if $rfs-two-dimensional {\n    @if $rfs-mode == max-media-query {\n      @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}), (#{$rfs-mq-property-height}: #{$rfs-mq-value}) {\n        @content;\n      }\n    }\n    @else {\n      @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}) and (#{$rfs-mq-property-height}: #{$rfs-mq-value}) {\n        @content;\n      }\n    }\n  }\n  @else {\n    @media (#{$rfs-mq-property-width}: #{$rfs-mq-value}) {\n      @content;\n    }\n  }\n}\n\n// Internal mixin that adds disable classes to the selector if needed.\n@mixin _rfs-rule {\n  @if $rfs-class == disable and $rfs-mode == max-media-query {\n    // Adding an extra class increases specificity, which prevents the media query to override the property\n    &,\n    .disable-rfs &,\n    &.disable-rfs {\n      @content;\n    }\n  }\n  @else if $rfs-class == enable and $rfs-mode == min-media-query {\n    .enable-rfs &,\n    &.enable-rfs {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Internal mixin that adds enable classes to the selector if needed.\n@mixin _rfs-media-query-rule {\n\n  @if $rfs-class == enable {\n    @if $rfs-mode == min-media-query {\n      @content;\n    }\n\n    @include _rfs-media-query () {\n      .enable-rfs &,\n      &.enable-rfs {\n        @content;\n      }\n    }\n  }\n  @else {\n    @if $rfs-class == disable and $rfs-mode == min-media-query {\n      .disable-rfs &,\n      &.disable-rfs {\n        @content;\n      }\n    }\n    @include _rfs-media-query () {\n      @content;\n    }\n  }\n}\n\n// Helper function to get the formatted non-responsive value\n@function rfs-value($values) {\n  // Convert to list\n  $values: if(type-of($values) != list, ($values,), $values);\n\n  $val: \"\";\n\n  // Loop over each value and calculate value\n  @each $value in $values {\n    @if $value == 0 {\n      $val: $val + \" 0\";\n    }\n    @else {\n      // Cache $value unit\n      $unit: if(type-of($value) == \"number\", unit($value), false);\n\n      @if $unit == px {\n        // Convert to rem if needed\n        $val: $val + \" \" + if($rfs-unit == rem, #{divide($value, $value * 0 + $rfs-rem-value)}rem, $value);\n      }\n      @else if $unit == rem {\n        // Convert to px if needed\n        $val: $val + \" \" + if($rfs-unit == px, #{divide($value, $value * 0 + 1) * $rfs-rem-value}px, $value);\n      } @else {\n        // If $value isn't a number (like inherit) or $value has a unit (not px or rem, like 1.5em) or $ is 0, just print the value\n        $val: $val + \" \" + $value;\n      }\n    }\n  }\n\n  // Remove first space\n  @return unquote(str-slice($val, 2));\n}\n\n// Helper function to get the responsive value calculated by RFS\n@function rfs-fluid-value($values) {\n  // Convert to list\n  $values: if(type-of($values) != list, ($values,), $values);\n\n  $val: \"\";\n\n  // Loop over each value and calculate value\n  @each $value in $values {\n    @if $value == 0 {\n      $val: $val + \" 0\";\n    } @else {\n      // Cache $value unit\n      $unit: if(type-of($value) == \"number\", unit($value), false);\n\n      // If $value isn't a number (like inherit) or $value has a unit (not px or rem, like 1.5em) or $ is 0, just print the value\n      @if not $unit or $unit != px and $unit != rem {\n        $val: $val + \" \" + $value;\n      } @else {\n        // Remove unit from $value for calculations\n        $value: divide($value, $value * 0 + if($unit == px, 1, divide(1, $rfs-rem-value)));\n\n        // Only add the media query if the value is greater than the minimum value\n        @if abs($value) <= $rfs-base-value or not $enable-rfs {\n          $val: $val + \" \" + if($rfs-unit == rem, #{divide($value, $rfs-rem-value)}rem, #{$value}px);\n        }\n        @else {\n          // Calculate the minimum value\n          $value-min: $rfs-base-value + divide(abs($value) - $rfs-base-value, $rfs-factor);\n\n          // Calculate difference between $value and the minimum value\n          $value-diff: abs($value) - $value-min;\n\n          // Base value formatting\n          $min-width: if($rfs-unit == rem, #{divide($value-min, $rfs-rem-value)}rem, #{$value-min}px);\n\n          // Use negative value if needed\n          $min-width: if($value < 0, -$min-width, $min-width);\n\n          // Use `vmin` if two-dimensional is enabled\n          $variable-unit: if($rfs-two-dimensional, vmin, vw);\n\n          // Calculate the variable width between 0 and $rfs-breakpoint\n          $variable-width: #{divide($value-diff * 100, $rfs-breakpoint)}#{$variable-unit};\n\n          // Return the calculated value\n          $val: $val + \" calc(\" + $min-width + if($value < 0, \" - \", \" + \") + $variable-width + \")\";\n        }\n      }\n    }\n  }\n\n  // Remove first space\n  @return unquote(str-slice($val, 2));\n}\n\n// RFS mixin\n@mixin rfs($values, $property: font-size) {\n  @if $values != null {\n    $val: rfs-value($values);\n    $fluid-val: rfs-fluid-value($values);\n\n    // Do not print the media query if responsive & non-responsive values are the same\n    @if $val == $fluid-val {\n      #{$property}: $val;\n    }\n    @else {\n      @include _rfs-rule () {\n        #{$property}: if($rfs-mode == max-media-query, $val, $fluid-val);\n\n        // Include safari iframe resize fix if needed\n        min-width: if($rfs-safari-iframe-resize-bug-fix, (0 * 1vw), null);\n      }\n\n      @include _rfs-media-query-rule () {\n        #{$property}: if($rfs-mode == max-media-query, $fluid-val, $val);\n      }\n    }\n  }\n}\n\n// Shorthand helper mixins\n@mixin font-size($value) {\n  @include rfs($value);\n}\n\n@mixin padding($value) {\n  @include rfs($value, padding);\n}\n\n@mixin padding-top($value) {\n  @include rfs($value, padding-top);\n}\n\n@mixin padding-right($value) {\n  @include rfs($value, padding-right);\n}\n\n@mixin padding-bottom($value) {\n  @include rfs($value, padding-bottom);\n}\n\n@mixin padding-left($value) {\n  @include rfs($value, padding-left);\n}\n\n@mixin margin($value) {\n  @include rfs($value, margin);\n}\n\n@mixin margin-top($value) {\n  @include rfs($value, margin-top);\n}\n\n@mixin margin-right($value) {\n  @include rfs($value, margin-right);\n}\n\n@mixin margin-bottom($value) {\n  @include rfs($value, margin-bottom);\n}\n\n@mixin margin-left($value) {\n  @include rfs($value, margin-left);\n}\n","// scss-docs-start color-mode-mixin\n@mixin color-mode($mode: light, $root: false) {\n  @if $color-mode-type == \"media-query\" {\n    @if $root == true {\n      @media (prefers-color-scheme: $mode) {\n        :root {\n          @content;\n        }\n      }\n    } @else {\n      @media (prefers-color-scheme: $mode) {\n        @content;\n      }\n    }\n  } @else {\n    [data-bs-theme=\"#{$mode}\"] {\n      @content;\n    }\n  }\n}\n// scss-docs-end color-mode-mixin\n","// stylelint-disable declaration-no-important, selector-no-qualifying-type, property-no-vendor-prefix\n\n\n// Reboot\n//\n// Normalization of HTML elements, manually forked from Normalize.css to remove\n// styles targeting irrelevant browsers while applying new styles.\n//\n// Normalize is licensed MIT. https://github.com/necolas/normalize.css\n\n\n// Document\n//\n// Change from `box-sizing: content-box` so that `width` is not affected by `padding` or `border`.\n\n*,\n*::before,\n*::after {\n  box-sizing: border-box;\n}\n\n\n// Root\n//\n// Ability to the value of the root font sizes, affecting the value of `rem`.\n// null by default, thus nothing is generated.\n\n:root {\n  @if $font-size-root != null {\n    @include font-size(var(--#{$prefix}root-font-size));\n  }\n\n  @if $enable-smooth-scroll {\n    @media (prefers-reduced-motion: no-preference) {\n      scroll-behavior: smooth;\n    }\n  }\n}\n\n\n// Body\n//\n// 1. Remove the margin in all browsers.\n// 2. As a best practice, apply a default `background-color`.\n// 3. Prevent adjustments of font size after orientation changes in iOS.\n// 4. Change the default tap highlight to be completely transparent in iOS.\n\n// scss-docs-start reboot-body-rules\nbody {\n  margin: 0; // 1\n  font-family: var(--#{$prefix}body-font-family);\n  @include font-size(var(--#{$prefix}body-font-size));\n  font-weight: var(--#{$prefix}body-font-weight);\n  line-height: var(--#{$prefix}body-line-height);\n  color: var(--#{$prefix}body-color);\n  text-align: var(--#{$prefix}body-text-align);\n  background-color: var(--#{$prefix}body-bg); // 2\n  -webkit-text-size-adjust: 100%; // 3\n  -webkit-tap-highlight-color: rgba($black, 0); // 4\n}\n// scss-docs-end reboot-body-rules\n\n\n// Content grouping\n//\n// 1. Reset Firefox's gray color\n\nhr {\n  margin: $hr-margin-y 0;\n  color: $hr-color; // 1\n  border: 0;\n  border-top: $hr-border-width solid $hr-border-color;\n  opacity: $hr-opacity;\n}\n\n\n// Typography\n//\n// 1. Remove top margins from headings\n//    By default, `<h1>`-`<h6>` all receive top and bottom margins. We nuke the top\n//    margin for easier control within type scales as it avoids margin collapsing.\n\n%heading {\n  margin-top: 0; // 1\n  margin-bottom: $headings-margin-bottom;\n  font-family: $headings-font-family;\n  font-style: $headings-font-style;\n  font-weight: $headings-font-weight;\n  line-height: $headings-line-height;\n  color: var(--#{$prefix}heading-color);\n}\n\nh1 {\n  @extend %heading;\n  @include font-size($h1-font-size);\n}\n\nh2 {\n  @extend %heading;\n  @include font-size($h2-font-size);\n}\n\nh3 {\n  @extend %heading;\n  @include font-size($h3-font-size);\n}\n\nh4 {\n  @extend %heading;\n  @include font-size($h4-font-size);\n}\n\nh5 {\n  @extend %heading;\n  @include font-size($h5-font-size);\n}\n\nh6 {\n  @extend %heading;\n  @include font-size($h6-font-size);\n}\n\n\n// Reset margins on paragraphs\n//\n// Similarly, the top margin on `<p>`s get reset. However, we also reset the\n// bottom margin to use `rem` units instead of `em`.\n\np {\n  margin-top: 0;\n  margin-bottom: $paragraph-margin-bottom;\n}\n\n\n// Abbreviations\n//\n// 1. Add the correct text decoration in Chrome, Edge, Opera, and Safari.\n// 2. Add explicit cursor to indicate changed behavior.\n// 3. Prevent the text-decoration to be skipped.\n\nabbr[title] {\n  text-decoration: underline dotted; // 1\n  cursor: help; // 2\n  text-decoration-skip-ink: none; // 3\n}\n\n\n// Address\n\naddress {\n  margin-bottom: 1rem;\n  font-style: normal;\n  line-height: inherit;\n}\n\n\n// Lists\n\nol,\nul {\n  padding-left: 2rem;\n}\n\nol,\nul,\ndl {\n  margin-top: 0;\n  margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n  margin-bottom: 0;\n}\n\ndt {\n  font-weight: $dt-font-weight;\n}\n\n// 1. Undo browser default\n\ndd {\n  margin-bottom: .5rem;\n  margin-left: 0; // 1\n}\n\n\n// Blockquote\n\nblockquote {\n  margin: 0 0 1rem;\n}\n\n\n// Strong\n//\n// Add the correct font weight in Chrome, Edge, and Safari\n\nb,\nstrong {\n  font-weight: $font-weight-bolder;\n}\n\n\n// Small\n//\n// Add the correct font size in all browsers\n\nsmall {\n  @include font-size($small-font-size);\n}\n\n\n// Mark\n\nmark {\n  padding: $mark-padding;\n  color: var(--#{$prefix}highlight-color);\n  background-color: var(--#{$prefix}highlight-bg);\n}\n\n\n// Sub and Sup\n//\n// Prevent `sub` and `sup` elements from affecting the line height in\n// all browsers.\n\nsub,\nsup {\n  position: relative;\n  @include font-size($sub-sup-font-size);\n  line-height: 0;\n  vertical-align: baseline;\n}\n\nsub { bottom: -.25em; }\nsup { top: -.5em; }\n\n\n// Links\n\na {\n  color: rgba(var(--#{$prefix}link-color-rgb), var(--#{$prefix}link-opacity, 1));\n  text-decoration: $link-decoration;\n\n  &:hover {\n    --#{$prefix}link-color-rgb: var(--#{$prefix}link-hover-color-rgb);\n    text-decoration: $link-hover-decoration;\n  }\n}\n\n// And undo these styles for placeholder links/named anchors (without href).\n// It would be more straightforward to just use a[href] in previous block, but that\n// causes specificity issues in many other styles that are too complex to fix.\n// See https://github.com/twbs/bootstrap/issues/19402\n\na:not([href]):not([class]) {\n  &,\n  &:hover {\n    color: inherit;\n    text-decoration: none;\n  }\n}\n\n\n// Code\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: $font-family-code;\n  @include font-size(1em); // Correct the odd `em` font sizing in all browsers.\n}\n\n// 1. Remove browser default top margin\n// 2. Reset browser default of `1em` to use `rem`s\n// 3. Don't allow content to break outside\n\npre {\n  display: block;\n  margin-top: 0; // 1\n  margin-bottom: 1rem; // 2\n  overflow: auto; // 3\n  @include font-size($code-font-size);\n  color: $pre-color;\n\n  // Account for some code outputs that place code tags in pre tags\n  code {\n    @include font-size(inherit);\n    color: inherit;\n    word-break: normal;\n  }\n}\n\ncode {\n  @include font-size($code-font-size);\n  color: var(--#{$prefix}code-color);\n  word-wrap: break-word;\n\n  // Streamline the style when inside anchors to avoid broken underline and more\n  a > & {\n    color: inherit;\n  }\n}\n\nkbd {\n  padding: $kbd-padding-y $kbd-padding-x;\n  @include font-size($kbd-font-size);\n  color: $kbd-color;\n  background-color: $kbd-bg;\n  @include border-radius($border-radius-sm);\n\n  kbd {\n    padding: 0;\n    @include font-size(1em);\n    font-weight: $nested-kbd-font-weight;\n  }\n}\n\n\n// Figures\n//\n// Apply a consistent margin strategy (matches our type styles).\n\nfigure {\n  margin: 0 0 1rem;\n}\n\n\n// Images and content\n\nimg,\nsvg {\n  vertical-align: middle;\n}\n\n\n// Tables\n//\n// Prevent double borders\n\ntable {\n  caption-side: bottom;\n  border-collapse: collapse;\n}\n\ncaption {\n  padding-top: $table-cell-padding-y;\n  padding-bottom: $table-cell-padding-y;\n  color: $table-caption-color;\n  text-align: left;\n}\n\n// 1. Removes font-weight bold by inheriting\n// 2. Matches default `<td>` alignment by inheriting `text-align`.\n// 3. Fix alignment for Safari\n\nth {\n  font-weight: $table-th-font-weight; // 1\n  text-align: inherit; // 2\n  text-align: -webkit-match-parent; // 3\n}\n\nthead,\ntbody,\ntfoot,\ntr,\ntd,\nth {\n  border-color: inherit;\n  border-style: solid;\n  border-width: 0;\n}\n\n\n// Forms\n//\n// 1. Allow labels to use `margin` for spacing.\n\nlabel {\n  display: inline-block; // 1\n}\n\n// Remove the default `border-radius` that macOS Chrome adds.\n// See https://github.com/twbs/bootstrap/issues/24093\n\nbutton {\n  // stylelint-disable-next-line property-disallowed-list\n  border-radius: 0;\n}\n\n// Explicitly remove focus outline in Chromium when it shouldn't be\n// visible (e.g. as result of mouse click or touch tap). It already\n// should be doing this automatically, but seems to currently be\n// confused and applies its very visible two-tone outline anyway.\n\nbutton:focus:not(:focus-visible) {\n  outline: 0;\n}\n\n// 1. Remove the margin in Firefox and Safari\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n  margin: 0; // 1\n  font-family: inherit;\n  @include font-size(inherit);\n  line-height: inherit;\n}\n\n// Remove the inheritance of text transform in Firefox\nbutton,\nselect {\n  text-transform: none;\n}\n// Set the cursor for non-`<button>` buttons\n//\n// Details at https://github.com/twbs/bootstrap/pull/30562\n[role=\"button\"] {\n  cursor: pointer;\n}\n\nselect {\n  // Remove the inheritance of word-wrap in Safari.\n  // See https://github.com/twbs/bootstrap/issues/24990\n  word-wrap: normal;\n\n  // Undo the opacity change from Chrome\n  &:disabled {\n    opacity: 1;\n  }\n}\n\n// Remove the dropdown arrow only from text type inputs built with datalists in Chrome.\n// See https://stackoverflow.com/a/54997118\n\n[list]:not([type=\"date\"]):not([type=\"datetime-local\"]):not([type=\"month\"]):not([type=\"week\"]):not([type=\"time\"])::-webkit-calendar-picker-indicator {\n  display: none !important;\n}\n\n// 1. Prevent a WebKit bug where (2) destroys native `audio` and `video`\n//    controls in Android 4.\n// 2. Correct the inability to style clickable types in iOS and Safari.\n// 3. Opinionated: add \"hand\" cursor to non-disabled button elements.\n\nbutton,\n[type=\"button\"], // 1\n[type=\"reset\"],\n[type=\"submit\"] {\n  -webkit-appearance: button; // 2\n\n  @if $enable-button-pointers {\n    &:not(:disabled) {\n      cursor: pointer; // 3\n    }\n  }\n}\n\n// Remove inner border and padding from Firefox, but don't restore the outline like Normalize.\n\n::-moz-focus-inner {\n  padding: 0;\n  border-style: none;\n}\n\n// 1. Textareas should really only resize vertically so they don't break their (horizontal) containers.\n\ntextarea {\n  resize: vertical; // 1\n}\n\n// 1. Browsers set a default `min-width: min-content;` on fieldsets,\n//    unlike e.g. `<div>`s, which have `min-width: 0;` by default.\n//    So we reset that to ensure fieldsets behave more like a standard block element.\n//    See https://github.com/twbs/bootstrap/issues/12359\n//    and https://html.spec.whatwg.org/multipage/#the-fieldset-and-legend-elements\n// 2. Reset the default outline behavior of fieldsets so they don't affect page layout.\n\nfieldset {\n  min-width: 0; // 1\n  padding: 0; // 2\n  margin: 0; // 2\n  border: 0; // 2\n}\n\n// 1. By using `float: left`, the legend will behave like a block element.\n//    This way the border of a fieldset wraps around the legend if present.\n// 2. Fix wrapping bug.\n//    See https://github.com/twbs/bootstrap/issues/29712\n\nlegend {\n  float: left; // 1\n  width: 100%;\n  padding: 0;\n  margin-bottom: $legend-margin-bottom;\n  @include font-size($legend-font-size);\n  font-weight: $legend-font-weight;\n  line-height: inherit;\n\n  + * {\n    clear: left; // 2\n  }\n}\n\n// Fix height of inputs with a type of datetime-local, date, month, week, or time\n// See https://github.com/twbs/bootstrap/issues/18842\n\n::-webkit-datetime-edit-fields-wrapper,\n::-webkit-datetime-edit-text,\n::-webkit-datetime-edit-minute,\n::-webkit-datetime-edit-hour-field,\n::-webkit-datetime-edit-day-field,\n::-webkit-datetime-edit-month-field,\n::-webkit-datetime-edit-year-field {\n  padding: 0;\n}\n\n::-webkit-inner-spin-button {\n  height: auto;\n}\n\n// 1. This overrides the extra rounded corners on search inputs in iOS so that our\n//    `.form-control` class can properly style them. Note that this cannot simply\n//    be added to `.form-control` as it's not specific enough. For details, see\n//    https://github.com/twbs/bootstrap/issues/11586.\n// 2. Correct the outline style in Safari.\n\n[type=\"search\"] {\n  -webkit-appearance: textfield; // 1\n  outline-offset: -2px; // 2\n}\n\n// 1. A few input types should stay LTR\n// See https://rtlstyling.com/posts/rtl-styling#form-inputs\n// 2. RTL only output\n// See https://rtlcss.com/learn/usage-guide/control-directives/#raw\n\n/* rtl:raw:\n[type=\"tel\"],\n[type=\"url\"],\n[type=\"email\"],\n[type=\"number\"] {\n  direction: ltr;\n}\n*/\n\n// Remove the inner padding in Chrome and Safari on macOS.\n\n::-webkit-search-decoration {\n  -webkit-appearance: none;\n}\n\n// Remove padding around color pickers in webkit browsers\n\n::-webkit-color-swatch-wrapper {\n  padding: 0;\n}\n\n\n// 1. Inherit font family and line height for file input buttons\n// 2. Correct the inability to style clickable types in iOS and Safari.\n\n::file-selector-button {\n  font: inherit; // 1\n  -webkit-appearance: button; // 2\n}\n\n// Correct element displays\n\noutput {\n  display: inline-block;\n}\n\n// Remove border from iframe\n\niframe {\n  border: 0;\n}\n\n// Summary\n//\n// 1. Add the correct display in all browsers\n\nsummary {\n  display: list-item; // 1\n  cursor: pointer;\n}\n\n\n// Progress\n//\n// Add the correct vertical alignment in Chrome, Firefox, and Opera.\n\nprogress {\n  vertical-align: baseline;\n}\n\n\n// Hidden attribute\n//\n// Always hide an element with the `hidden` HTML attribute.\n\n[hidden] {\n  display: none !important;\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n// fusv-disable\n$accordion-button-focus-border-color:     $input-focus-border-color !default; // Deprecated in v5.3.3\n// fusv-enable\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-active-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n\n@import \"variables-dark\"; // TODO: can be removed safely in v6, only here to avoid breaking changes in v5.3\n","// stylelint-disable property-disallowed-list\n// Single side border-radius\n\n// Helper function to replace negative values with 0\n@function valid-radius($radius) {\n  $return: ();\n  @each $value in $radius {\n    @if type-of($value) == number {\n      $return: append($return, max($value, 0));\n    } @else {\n      $return: append($return, $value);\n    }\n  }\n  @return $return;\n}\n\n// scss-docs-start border-radius-mixins\n@mixin border-radius($radius: $border-radius, $fallback-border-radius: false) {\n  @if $enable-rounded {\n    border-radius: valid-radius($radius);\n  }\n  @else if $fallback-border-radius != false {\n    border-radius: $fallback-border-radius;\n  }\n}\n\n@mixin border-top-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-top-left-radius: valid-radius($radius);\n    border-top-right-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-end-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-top-right-radius: valid-radius($radius);\n    border-bottom-right-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-bottom-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-bottom-right-radius: valid-radius($radius);\n    border-bottom-left-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-start-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-top-left-radius: valid-radius($radius);\n    border-bottom-left-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-top-start-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-top-left-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-top-end-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-top-right-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-bottom-end-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-bottom-right-radius: valid-radius($radius);\n  }\n}\n\n@mixin border-bottom-start-radius($radius: $border-radius) {\n  @if $enable-rounded {\n    border-bottom-left-radius: valid-radius($radius);\n  }\n}\n// scss-docs-end border-radius-mixins\n","//\n// Headings\n//\n.h1 {\n  @extend h1;\n}\n\n.h2 {\n  @extend h2;\n}\n\n.h3 {\n  @extend h3;\n}\n\n.h4 {\n  @extend h4;\n}\n\n.h5 {\n  @extend h5;\n}\n\n.h6 {\n  @extend h6;\n}\n\n\n.lead {\n  @include font-size($lead-font-size);\n  font-weight: $lead-font-weight;\n}\n\n// Type display classes\n@each $display, $font-size in $display-font-sizes {\n  .display-#{$display} {\n    @include font-size($font-size);\n    font-family: $display-font-family;\n    font-style: $display-font-style;\n    font-weight: $display-font-weight;\n    line-height: $display-line-height;\n  }\n}\n\n//\n// Emphasis\n//\n.small {\n  @extend small;\n}\n\n.mark {\n  @extend mark;\n}\n\n//\n// Lists\n//\n\n.list-unstyled {\n  @include list-unstyled();\n}\n\n// Inline turns list items into inline-block\n.list-inline {\n  @include list-unstyled();\n}\n.list-inline-item {\n  display: inline-block;\n\n  &:not(:last-child) {\n    margin-right: $list-inline-padding;\n  }\n}\n\n\n//\n// Misc\n//\n\n// Builds on `abbr`\n.initialism {\n  @include font-size($initialism-font-size);\n  text-transform: uppercase;\n}\n\n// Blockquotes\n.blockquote {\n  margin-bottom: $blockquote-margin-y;\n  @include font-size($blockquote-font-size);\n\n  > :last-child {\n    margin-bottom: 0;\n  }\n}\n\n.blockquote-footer {\n  margin-top: -$blockquote-margin-y;\n  margin-bottom: $blockquote-margin-y;\n  @include font-size($blockquote-footer-font-size);\n  color: $blockquote-footer-color;\n\n  &::before {\n    content: \"\\2014\\00A0\"; // em dash, nbsp\n  }\n}\n","// Lists\n\n// Unstyled keeps list items block level, just removes default browser padding and list-style\n@mixin list-unstyled {\n  padding-left: 0;\n  list-style: none;\n}\n","// Override bootstrap variables\n$spacer: 1rem;\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1400px,\n);\n$grid-breakpoints: (\n  xs: 0,\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1200px,\n);\n$dropdown-link-hover-bg: var(--pst-color-surface);\n\n// --pst-color-surface can also be assigned to the dark variant because it is\n// scoped to different values depending on light/dark theme\n$dropdown-dark-link-hover-bg: var(--pst-color-surface);\n$dropdown-link-active-bg: var(--pst-color-surface);\n$dropdown-dark-link-active-bg: var(--pst-color-surface);\n$focus-ring-width: 0.1875rem; // 3px at 100% zoom (0.1875 * 16px base font = 3px)\n$focus-ring-opacity: 1;\n$focus-ring-color: var(--pst-color-accent);\n$focus-ring-blur: 0;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color;\n\n// outline creates the same style of focus ring, it just uses CSS outline instead of box shadow\n$focus-ring-outline: $focus-ring-color solid $focus-ring-width;\n$btn-focus-box-shadow: $focus-ring-box-shadow;\n","// Responsive images (ensure images don't scale beyond their parents)\n//\n// This is purposefully opt-in via an explicit class rather than being the default for all `<img>`s.\n// We previously tried the \"images are responsive by default\" approach in Bootstrap v2,\n// and abandoned it in Bootstrap v3 because it breaks lots of third-party widgets (including Google Maps)\n// which weren't expecting the images within themselves to be involuntarily resized.\n// See also https://github.com/twbs/bootstrap/issues/18178\n.img-fluid {\n  @include img-fluid();\n}\n\n\n// Image thumbnails\n.img-thumbnail {\n  padding: $thumbnail-padding;\n  background-color: $thumbnail-bg;\n  border: $thumbnail-border-width solid $thumbnail-border-color;\n  @include border-radius($thumbnail-border-radius);\n  @include box-shadow($thumbnail-box-shadow);\n\n  // Keep them at most 100% wide\n  @include img-fluid();\n}\n\n//\n// Figures\n//\n\n.figure {\n  // Ensures the caption's text aligns with the image.\n  display: inline-block;\n}\n\n.figure-img {\n  margin-bottom: $spacer * .5;\n  line-height: 1;\n}\n\n.figure-caption {\n  @include font-size($figure-caption-font-size);\n  color: $figure-caption-color;\n}\n","// Image Mixins\n// - Responsive image\n// - Retina image\n\n\n// Responsive image\n//\n// Keep images from scaling beyond the width of their parents.\n\n@mixin img-fluid {\n  // Part 1: Set a maximum relative to the parent\n  max-width: 100%;\n  // Part 2: Override the height to auto, otherwise images will be stretched\n  // when setting a width and height attribute on the img element.\n  height: auto;\n}\n","// Container widths\n//\n// Set the container width, and override it for fixed navbars in media queries.\n\n@if $enable-container-classes {\n  // Single container class with breakpoint max-widths\n  .container,\n  // 100% wide container at all breakpoints\n  .container-fluid {\n    @include make-container();\n  }\n\n  // Responsive containers that are 100% wide until a breakpoint\n  @each $breakpoint, $container-max-width in $container-max-widths {\n    .container-#{$breakpoint} {\n      @extend .container-fluid;\n    }\n\n    @include media-breakpoint-up($breakpoint, $grid-breakpoints) {\n      %responsive-container-#{$breakpoint} {\n        max-width: $container-max-width;\n      }\n\n      // Extend each breakpoint which is smaller or equal to the current breakpoint\n      $extend-breakpoint: true;\n\n      @each $name, $width in $grid-breakpoints {\n        @if ($extend-breakpoint) {\n          .container#{breakpoint-infix($name, $grid-breakpoints)} {\n            @extend %responsive-container-#{$breakpoint};\n          }\n\n          // Once the current breakpoint is reached, stop extending\n          @if ($breakpoint == $name) {\n            $extend-breakpoint: false;\n          }\n        }\n      }\n    }\n  }\n}\n","// Container mixins\n\n@mixin make-container($gutter: $container-padding-x) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  width: 100%;\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-right: auto;\n  margin-left: auto;\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n","// Row\n//\n// Rows contain your columns.\n\n:root {\n  @each $name, $value in $grid-breakpoints {\n    --#{$prefix}breakpoint-#{$name}: #{$value};\n  }\n}\n\n@if $enable-grid-classes {\n  .row {\n    @include make-row();\n\n    > * {\n      @include make-col-ready();\n    }\n  }\n}\n\n@if $enable-cssgrid {\n  .grid {\n    display: grid;\n    grid-template-rows: repeat(var(--#{$prefix}rows, 1), 1fr);\n    grid-template-columns: repeat(var(--#{$prefix}columns, #{$grid-columns}), 1fr);\n    gap: var(--#{$prefix}gap, #{$grid-gutter-width});\n\n    @include make-cssgrid();\n  }\n}\n\n\n// Columns\n//\n// Common styles for small and large grid columns\n\n@if $enable-grid-classes {\n  @include make-grid-columns();\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is an invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","//\n// Basic Bootstrap table\n//\n\n.table {\n  // Reset needed for nesting tables\n  --#{$prefix}table-color-type: initial;\n  --#{$prefix}table-bg-type: initial;\n  --#{$prefix}table-color-state: initial;\n  --#{$prefix}table-bg-state: initial;\n  // End of reset\n  --#{$prefix}table-color: #{$table-color};\n  --#{$prefix}table-bg: #{$table-bg};\n  --#{$prefix}table-border-color: #{$table-border-color};\n  --#{$prefix}table-accent-bg: #{$table-accent-bg};\n  --#{$prefix}table-striped-color: #{$table-striped-color};\n  --#{$prefix}table-striped-bg: #{$table-striped-bg};\n  --#{$prefix}table-active-color: #{$table-active-color};\n  --#{$prefix}table-active-bg: #{$table-active-bg};\n  --#{$prefix}table-hover-color: #{$table-hover-color};\n  --#{$prefix}table-hover-bg: #{$table-hover-bg};\n\n  width: 100%;\n  margin-bottom: $spacer;\n  vertical-align: $table-cell-vertical-align;\n  border-color: var(--#{$prefix}table-border-color);\n\n  // Target th & td\n  // We need the child combinator to prevent styles leaking to nested tables which doesn't have a `.table` class.\n  // We use the universal selectors here to simplify the selector (else we would need 6 different selectors).\n  // Another advantage is that this generates less code and makes the selector less specific making it easier to override.\n  // stylelint-disable-next-line selector-max-universal\n  > :not(caption) > * > * {\n    padding: $table-cell-padding-y $table-cell-padding-x;\n    // Following the precept of cascades: https://codepen.io/miriamsuzanne/full/vYNgodb\n    color: var(--#{$prefix}table-color-state, var(--#{$prefix}table-color-type, var(--#{$prefix}table-color)));\n    background-color: var(--#{$prefix}table-bg);\n    border-bottom-width: $table-border-width;\n    box-shadow: inset 0 0 0 9999px var(--#{$prefix}table-bg-state, var(--#{$prefix}table-bg-type, var(--#{$prefix}table-accent-bg)));\n  }\n\n  > tbody {\n    vertical-align: inherit;\n  }\n\n  > thead {\n    vertical-align: bottom;\n  }\n}\n\n.table-group-divider {\n  border-top: calc(#{$table-border-width} * 2) solid $table-group-separator-color; // stylelint-disable-line function-disallowed-list\n}\n\n//\n// Change placement of captions with a class\n//\n\n.caption-top {\n  caption-side: top;\n}\n\n\n//\n// Condensed table w/ half padding\n//\n\n.table-sm {\n  // stylelint-disable-next-line selector-max-universal\n  > :not(caption) > * > * {\n    padding: $table-cell-padding-y-sm $table-cell-padding-x-sm;\n  }\n}\n\n\n// Border versions\n//\n// Add or remove borders all around the table and between all the columns.\n//\n// When borders are added on all sides of the cells, the corners can render odd when\n// these borders do not have the same color or if they are semi-transparent.\n// Therefore we add top and border bottoms to the `tr`s and left and right borders\n// to the `td`s or `th`s\n\n.table-bordered {\n  > :not(caption) > * {\n    border-width: $table-border-width 0;\n\n    // stylelint-disable-next-line selector-max-universal\n    > * {\n      border-width: 0 $table-border-width;\n    }\n  }\n}\n\n.table-borderless {\n  // stylelint-disable-next-line selector-max-universal\n  > :not(caption) > * > * {\n    border-bottom-width: 0;\n  }\n\n  > :not(:first-child) {\n    border-top-width: 0;\n  }\n}\n\n// Zebra-striping\n//\n// Default zebra-stripe styles (alternating gray and transparent backgrounds)\n\n// For rows\n.table-striped {\n  > tbody > tr:nth-of-type(#{$table-striped-order}) > * {\n    --#{$prefix}table-color-type: var(--#{$prefix}table-striped-color);\n    --#{$prefix}table-bg-type: var(--#{$prefix}table-striped-bg);\n  }\n}\n\n// For columns\n.table-striped-columns {\n  > :not(caption) > tr > :nth-child(#{$table-striped-columns-order}) {\n    --#{$prefix}table-color-type: var(--#{$prefix}table-striped-color);\n    --#{$prefix}table-bg-type: var(--#{$prefix}table-striped-bg);\n  }\n}\n\n// Active table\n//\n// The `.table-active` class can be added to highlight rows or cells\n\n.table-active {\n  --#{$prefix}table-color-state: var(--#{$prefix}table-active-color);\n  --#{$prefix}table-bg-state: var(--#{$prefix}table-active-bg);\n}\n\n// Hover effect\n//\n// Placed here since it has to come after the potential zebra striping\n\n.table-hover {\n  > tbody > tr:hover > * {\n    --#{$prefix}table-color-state: var(--#{$prefix}table-hover-color);\n    --#{$prefix}table-bg-state: var(--#{$prefix}table-hover-bg);\n  }\n}\n\n\n// Table variants\n//\n// Table variants set the table cell backgrounds, border colors\n// and the colors of the striped, hovered & active tables\n\n@each $color, $value in $table-variants {\n  @include table-variant($color, $value);\n}\n\n// Responsive tables\n//\n// Generate series of `.table-responsive-*` classes for configuring the screen\n// size of where your table will overflow.\n\n@each $breakpoint in map-keys($grid-breakpoints) {\n  $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n  @include media-breakpoint-down($breakpoint) {\n    .table-responsive#{$infix} {\n      overflow-x: auto;\n      -webkit-overflow-scrolling: touch;\n    }\n  }\n}\n","// scss-docs-start table-variant\n@mixin table-variant($state, $background) {\n  .table-#{$state} {\n    $color: color-contrast(opaque($body-bg, $background));\n    $hover-bg: mix($color, $background, percentage($table-hover-bg-factor));\n    $striped-bg: mix($color, $background, percentage($table-striped-bg-factor));\n    $active-bg: mix($color, $background, percentage($table-active-bg-factor));\n    $table-border-color: mix($color, $background, percentage($table-border-factor));\n\n    --#{$prefix}table-color: #{$color};\n    --#{$prefix}table-bg: #{$background};\n    --#{$prefix}table-border-color: #{$table-border-color};\n    --#{$prefix}table-striped-bg: #{$striped-bg};\n    --#{$prefix}table-striped-color: #{color-contrast($striped-bg)};\n    --#{$prefix}table-active-bg: #{$active-bg};\n    --#{$prefix}table-active-color: #{color-contrast($active-bg)};\n    --#{$prefix}table-hover-bg: #{$hover-bg};\n    --#{$prefix}table-hover-color: #{color-contrast($hover-bg)};\n\n    color: var(--#{$prefix}table-color);\n    border-color: var(--#{$prefix}table-border-color);\n  }\n}\n// scss-docs-end table-variant\n","//\n// Labels\n//\n\n.form-label {\n  margin-bottom: $form-label-margin-bottom;\n  @include font-size($form-label-font-size);\n  font-style: $form-label-font-style;\n  font-weight: $form-label-font-weight;\n  color: $form-label-color;\n}\n\n// For use with horizontal and inline forms, when you need the label (or legend)\n// text to align with the form controls.\n.col-form-label {\n  padding-top: add($input-padding-y, $input-border-width);\n  padding-bottom: add($input-padding-y, $input-border-width);\n  margin-bottom: 0; // Override the `<legend>` default\n  @include font-size(inherit); // Override the `<legend>` default\n  font-style: $form-label-font-style;\n  font-weight: $form-label-font-weight;\n  line-height: $input-line-height;\n  color: $form-label-color;\n}\n\n.col-form-label-lg {\n  padding-top: add($input-padding-y-lg, $input-border-width);\n  padding-bottom: add($input-padding-y-lg, $input-border-width);\n  @include font-size($input-font-size-lg);\n}\n\n.col-form-label-sm {\n  padding-top: add($input-padding-y-sm, $input-border-width);\n  padding-bottom: add($input-padding-y-sm, $input-border-width);\n  @include font-size($input-font-size-sm);\n}\n","//\n// Form text\n//\n\n.form-text {\n  margin-top: $form-text-margin-top;\n  @include font-size($form-text-font-size);\n  font-style: $form-text-font-style;\n  font-weight: $form-text-font-weight;\n  color: $form-text-color;\n}\n","//\n// General form controls (plus a few specific high-level interventions)\n//\n\n.form-control {\n  display: block;\n  width: 100%;\n  padding: $input-padding-y $input-padding-x;\n  font-family: $input-font-family;\n  @include font-size($input-font-size);\n  font-weight: $input-font-weight;\n  line-height: $input-line-height;\n  color: $input-color;\n  appearance: none; // Fix appearance for date inputs in Safari\n  background-color: $input-bg;\n  background-clip: padding-box;\n  border: $input-border-width solid $input-border-color;\n\n  // Note: This has no effect on <select>s in some browsers, due to the limited stylability of `<select>`s in CSS.\n  @include border-radius($input-border-radius, 0);\n\n  @include box-shadow($input-box-shadow);\n  @include transition($input-transition);\n\n  &[type=\"file\"] {\n    overflow: hidden; // prevent pseudo element button overlap\n\n    &:not(:disabled):not([readonly]) {\n      cursor: pointer;\n    }\n  }\n\n  // Customize the `:focus` state to imitate native WebKit styles.\n  &:focus {\n    color: $input-focus-color;\n    background-color: $input-focus-bg;\n    border-color: $input-focus-border-color;\n    outline: 0;\n    @if $enable-shadows {\n      @include box-shadow($input-box-shadow, $input-focus-box-shadow);\n    } @else {\n      // Avoid using mixin so we can pass custom focus shadow properly\n      box-shadow: $input-focus-box-shadow;\n    }\n  }\n\n  &::-webkit-date-and-time-value {\n    // On Android Chrome, form-control's \"width: 100%\" makes the input width too small\n    // Tested under Android 11 / Chrome 89, Android 12 / Chrome 100, Android 13 / Chrome 109\n    //\n    // On iOS Safari, form-control's \"appearance: none\" + \"width: 100%\" makes the input width too small\n    // Tested under iOS 16.2 / Safari 16.2\n    min-width: 85px; // Seems to be a good minimum safe width\n\n    // Add some height to date inputs on iOS\n    // https://github.com/twbs/bootstrap/issues/23307\n    // TODO: we can remove this workaround once https://bugs.webkit.org/show_bug.cgi?id=198959 is resolved\n    // Multiply line-height by 1em if it has no unit\n    height: if(unit($input-line-height) == \"\", $input-line-height * 1em, $input-line-height);\n\n    // Android Chrome type=\"date\" is taller than the other inputs\n    // because of \"margin: 1px 24px 1px 4px\" inside the shadow DOM\n    // Tested under Android 11 / Chrome 89, Android 12 / Chrome 100, Android 13 / Chrome 109\n    margin: 0;\n  }\n\n  // Prevent excessive date input height in Webkit\n  // https://github.com/twbs/bootstrap/issues/34433\n  &::-webkit-datetime-edit {\n    display: block;\n    padding: 0;\n  }\n\n  // Placeholder\n  &::placeholder {\n    color: $input-placeholder-color;\n    // Override Firefox's unusual default opacity; see https://github.com/twbs/bootstrap/pull/11526.\n    opacity: 1;\n  }\n\n  // Disabled inputs\n  //\n  // HTML5 says that controls under a fieldset > legend:first-child won't be\n  // disabled if the fieldset is disabled. Due to implementation difficulty, we\n  // don't honor that edge case; we style them as disabled anyway.\n  &:disabled {\n    color: $input-disabled-color;\n    background-color: $input-disabled-bg;\n    border-color: $input-disabled-border-color;\n    // iOS fix for unreadable disabled content; see https://github.com/twbs/bootstrap/issues/11655.\n    opacity: 1;\n  }\n\n  // File input buttons theming\n  &::file-selector-button {\n    padding: $input-padding-y $input-padding-x;\n    margin: (-$input-padding-y) (-$input-padding-x);\n    margin-inline-end: $input-padding-x;\n    color: $form-file-button-color;\n    @include gradient-bg($form-file-button-bg);\n    pointer-events: none;\n    border-color: inherit;\n    border-style: solid;\n    border-width: 0;\n    border-inline-end-width: $input-border-width;\n    border-radius: 0; // stylelint-disable-line property-disallowed-list\n    @include transition($btn-transition);\n  }\n\n  &:hover:not(:disabled):not([readonly])::file-selector-button {\n    background-color: $form-file-button-hover-bg;\n  }\n}\n\n// Readonly controls as plain text\n//\n// Apply class to a readonly input to make it appear like regular plain\n// text (without any border, background color, focus indicator)\n\n.form-control-plaintext {\n  display: block;\n  width: 100%;\n  padding: $input-padding-y 0;\n  margin-bottom: 0; // match inputs if this class comes on inputs with default margins\n  line-height: $input-line-height;\n  color: $input-plaintext-color;\n  background-color: transparent;\n  border: solid transparent;\n  border-width: $input-border-width 0;\n\n  &:focus {\n    outline: 0;\n  }\n\n  &.form-control-sm,\n  &.form-control-lg {\n    padding-right: 0;\n    padding-left: 0;\n  }\n}\n\n// Form control sizing\n//\n// Build on `.form-control` with modifier classes to decrease or increase the\n// height and font-size of form controls.\n//\n// Repeated in `_input_group.scss` to avoid Sass extend issues.\n\n.form-control-sm {\n  min-height: $input-height-sm;\n  padding: $input-padding-y-sm $input-padding-x-sm;\n  @include font-size($input-font-size-sm);\n  @include border-radius($input-border-radius-sm);\n\n  &::file-selector-button {\n    padding: $input-padding-y-sm $input-padding-x-sm;\n    margin: (-$input-padding-y-sm) (-$input-padding-x-sm);\n    margin-inline-end: $input-padding-x-sm;\n  }\n}\n\n.form-control-lg {\n  min-height: $input-height-lg;\n  padding: $input-padding-y-lg $input-padding-x-lg;\n  @include font-size($input-font-size-lg);\n  @include border-radius($input-border-radius-lg);\n\n  &::file-selector-button {\n    padding: $input-padding-y-lg $input-padding-x-lg;\n    margin: (-$input-padding-y-lg) (-$input-padding-x-lg);\n    margin-inline-end: $input-padding-x-lg;\n  }\n}\n\n// Make sure textareas don't shrink too much when resized\n// https://github.com/twbs/bootstrap/pull/29124\n// stylelint-disable selector-no-qualifying-type\ntextarea {\n  &.form-control {\n    min-height: $input-height;\n  }\n\n  &.form-control-sm {\n    min-height: $input-height-sm;\n  }\n\n  &.form-control-lg {\n    min-height: $input-height-lg;\n  }\n}\n// stylelint-enable selector-no-qualifying-type\n\n.form-control-color {\n  width: $form-color-width;\n  height: $input-height;\n  padding: $input-padding-y;\n\n  &:not(:disabled):not([readonly]) {\n    cursor: pointer;\n  }\n\n  &::-moz-color-swatch {\n    border: 0 !important; // stylelint-disable-line declaration-no-important\n    @include border-radius($input-border-radius);\n  }\n\n  &::-webkit-color-swatch {\n    border: 0 !important; // stylelint-disable-line declaration-no-important\n    @include border-radius($input-border-radius);\n  }\n\n  &.form-control-sm { height: $input-height-sm; }\n  &.form-control-lg { height: $input-height-lg; }\n}\n","// stylelint-disable property-disallowed-list\n@mixin transition($transition...) {\n  @if length($transition) == 0 {\n    $transition: $transition-base;\n  }\n\n  @if length($transition) > 1 {\n    @each $value in $transition {\n      @if $value == null or $value == none {\n        @warn \"The keyword 'none' or 'null' must be used as a single argument.\";\n      }\n    }\n  }\n\n  @if $enable-transitions {\n    @if nth($transition, 1) != null {\n      transition: $transition;\n    }\n\n    @if $enable-reduced-motion and nth($transition, 1) != null and nth($transition, 1) != none {\n      @media (prefers-reduced-motion: reduce) {\n        transition: none;\n      }\n    }\n  }\n}\n","// Gradients\n\n// scss-docs-start gradient-bg-mixin\n@mixin gradient-bg($color: null) {\n  background-color: $color;\n\n  @if $enable-gradients {\n    background-image: var(--#{$prefix}gradient);\n  }\n}\n// scss-docs-end gradient-bg-mixin\n\n// scss-docs-start gradient-mixins\n// Horizontal gradient, from left to right\n//\n// Creates two color stops, start and end, by specifying a color and position for each color stop.\n@mixin gradient-x($start-color: $gray-700, $end-color: $gray-800, $start-percent: 0%, $end-percent: 100%) {\n  background-image: linear-gradient(to right, $start-color $start-percent, $end-color $end-percent);\n}\n\n// Vertical gradient, from top to bottom\n//\n// Creates two color stops, start and end, by specifying a color and position for each color stop.\n@mixin gradient-y($start-color: $gray-700, $end-color: $gray-800, $start-percent: null, $end-percent: null) {\n  background-image: linear-gradient(to bottom, $start-color $start-percent, $end-color $end-percent);\n}\n\n@mixin gradient-directional($start-color: $gray-700, $end-color: $gray-800, $deg: 45deg) {\n  background-image: linear-gradient($deg, $start-color, $end-color);\n}\n\n@mixin gradient-x-three-colors($start-color: $blue, $mid-color: $purple, $color-stop: 50%, $end-color: $red) {\n  background-image: linear-gradient(to right, $start-color, $mid-color $color-stop, $end-color);\n}\n\n@mixin gradient-y-three-colors($start-color: $blue, $mid-color: $purple, $color-stop: 50%, $end-color: $red) {\n  background-image: linear-gradient($start-color, $mid-color $color-stop, $end-color);\n}\n\n@mixin gradient-radial($inner-color: $gray-700, $outer-color: $gray-800) {\n  background-image: radial-gradient(circle, $inner-color, $outer-color);\n}\n\n@mixin gradient-striped($color: rgba($white, .15), $angle: 45deg) {\n  background-image: linear-gradient($angle, $color 25%, transparent 25%, transparent 50%, $color 50%, $color 75%, transparent 75%, transparent);\n}\n// scss-docs-end gradient-mixins\n","// Select\n//\n// Replaces the browser default select with a custom one, mostly pulled from\n// https://primer.github.io/.\n\n.form-select {\n  --#{$prefix}form-select-bg-img: #{escape-svg($form-select-indicator)};\n\n  display: block;\n  width: 100%;\n  padding: $form-select-padding-y $form-select-indicator-padding $form-select-padding-y $form-select-padding-x;\n  font-family: $form-select-font-family;\n  @include font-size($form-select-font-size);\n  font-weight: $form-select-font-weight;\n  line-height: $form-select-line-height;\n  color: $form-select-color;\n  appearance: none;\n  background-color: $form-select-bg;\n  background-image: var(--#{$prefix}form-select-bg-img), var(--#{$prefix}form-select-bg-icon, none);\n  background-repeat: no-repeat;\n  background-position: $form-select-bg-position;\n  background-size: $form-select-bg-size;\n  border: $form-select-border-width solid $form-select-border-color;\n  @include border-radius($form-select-border-radius, 0);\n  @include box-shadow($form-select-box-shadow);\n  @include transition($form-select-transition);\n\n  &:focus {\n    border-color: $form-select-focus-border-color;\n    outline: 0;\n    @if $enable-shadows {\n      @include box-shadow($form-select-box-shadow, $form-select-focus-box-shadow);\n    } @else {\n      // Avoid using mixin so we can pass custom focus shadow properly\n      box-shadow: $form-select-focus-box-shadow;\n    }\n  }\n\n  &[multiple],\n  &[size]:not([size=\"1\"]) {\n    padding-right: $form-select-padding-x;\n    background-image: none;\n  }\n\n  &:disabled {\n    color: $form-select-disabled-color;\n    background-color: $form-select-disabled-bg;\n    border-color: $form-select-disabled-border-color;\n  }\n\n  // Remove outline from select box in FF\n  &:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 $form-select-color;\n  }\n}\n\n.form-select-sm {\n  padding-top: $form-select-padding-y-sm;\n  padding-bottom: $form-select-padding-y-sm;\n  padding-left: $form-select-padding-x-sm;\n  @include font-size($form-select-font-size-sm);\n  @include border-radius($form-select-border-radius-sm);\n}\n\n.form-select-lg {\n  padding-top: $form-select-padding-y-lg;\n  padding-bottom: $form-select-padding-y-lg;\n  padding-left: $form-select-padding-x-lg;\n  @include font-size($form-select-font-size-lg);\n  @include border-radius($form-select-border-radius-lg);\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    .form-select {\n      --#{$prefix}form-select-bg-img: #{escape-svg($form-select-indicator-dark)};\n    }\n  }\n}\n","//\n// Check/radio\n//\n\n.form-check {\n  display: block;\n  min-height: $form-check-min-height;\n  padding-left: $form-check-padding-start;\n  margin-bottom: $form-check-margin-bottom;\n\n  .form-check-input {\n    float: left;\n    margin-left: $form-check-padding-start * -1;\n  }\n}\n\n.form-check-reverse {\n  padding-right: $form-check-padding-start;\n  padding-left: 0;\n  text-align: right;\n\n  .form-check-input {\n    float: right;\n    margin-right: $form-check-padding-start * -1;\n    margin-left: 0;\n  }\n}\n\n.form-check-input {\n  --#{$prefix}form-check-bg: #{$form-check-input-bg};\n\n  flex-shrink: 0;\n  width: $form-check-input-width;\n  height: $form-check-input-width;\n  margin-top: ($line-height-base - $form-check-input-width) * .5; // line-height minus check height\n  vertical-align: top;\n  appearance: none;\n  background-color: var(--#{$prefix}form-check-bg);\n  background-image: var(--#{$prefix}form-check-bg-image);\n  background-repeat: no-repeat;\n  background-position: center;\n  background-size: contain;\n  border: $form-check-input-border;\n  print-color-adjust: exact; // Keep themed appearance for print\n  @include transition($form-check-transition);\n\n  &[type=\"checkbox\"] {\n    @include border-radius($form-check-input-border-radius);\n  }\n\n  &[type=\"radio\"] {\n    // stylelint-disable-next-line property-disallowed-list\n    border-radius: $form-check-radio-border-radius;\n  }\n\n  &:active {\n    filter: $form-check-input-active-filter;\n  }\n\n  &:focus {\n    border-color: $form-check-input-focus-border;\n    outline: 0;\n    box-shadow: $form-check-input-focus-box-shadow;\n  }\n\n  &:checked {\n    background-color: $form-check-input-checked-bg-color;\n    border-color: $form-check-input-checked-border-color;\n\n    &[type=\"checkbox\"] {\n      @if $enable-gradients {\n        --#{$prefix}form-check-bg-image: #{escape-svg($form-check-input-checked-bg-image)}, var(--#{$prefix}gradient);\n      } @else {\n        --#{$prefix}form-check-bg-image: #{escape-svg($form-check-input-checked-bg-image)};\n      }\n    }\n\n    &[type=\"radio\"] {\n      @if $enable-gradients {\n        --#{$prefix}form-check-bg-image: #{escape-svg($form-check-radio-checked-bg-image)}, var(--#{$prefix}gradient);\n      } @else {\n        --#{$prefix}form-check-bg-image: #{escape-svg($form-check-radio-checked-bg-image)};\n      }\n    }\n  }\n\n  &[type=\"checkbox\"]:indeterminate {\n    background-color: $form-check-input-indeterminate-bg-color;\n    border-color: $form-check-input-indeterminate-border-color;\n\n    @if $enable-gradients {\n      --#{$prefix}form-check-bg-image: #{escape-svg($form-check-input-indeterminate-bg-image)}, var(--#{$prefix}gradient);\n    } @else {\n      --#{$prefix}form-check-bg-image: #{escape-svg($form-check-input-indeterminate-bg-image)};\n    }\n  }\n\n  &:disabled {\n    pointer-events: none;\n    filter: none;\n    opacity: $form-check-input-disabled-opacity;\n  }\n\n  // Use disabled attribute in addition of :disabled pseudo-class\n  // See: https://github.com/twbs/bootstrap/issues/28247\n  &[disabled],\n  &:disabled {\n    ~ .form-check-label {\n      cursor: default;\n      opacity: $form-check-label-disabled-opacity;\n    }\n  }\n}\n\n.form-check-label {\n  color: $form-check-label-color;\n  cursor: $form-check-label-cursor;\n}\n\n//\n// Switch\n//\n\n.form-switch {\n  padding-left: $form-switch-padding-start;\n\n  .form-check-input {\n    --#{$prefix}form-switch-bg: #{escape-svg($form-switch-bg-image)};\n\n    width: $form-switch-width;\n    margin-left: $form-switch-padding-start * -1;\n    background-image: var(--#{$prefix}form-switch-bg);\n    background-position: left center;\n    @include border-radius($form-switch-border-radius, 0);\n    @include transition($form-switch-transition);\n\n    &:focus {\n      --#{$prefix}form-switch-bg: #{escape-svg($form-switch-focus-bg-image)};\n    }\n\n    &:checked {\n      background-position: $form-switch-checked-bg-position;\n\n      @if $enable-gradients {\n        --#{$prefix}form-switch-bg: #{escape-svg($form-switch-checked-bg-image)}, var(--#{$prefix}gradient);\n      } @else {\n        --#{$prefix}form-switch-bg: #{escape-svg($form-switch-checked-bg-image)};\n      }\n    }\n  }\n\n  &.form-check-reverse {\n    padding-right: $form-switch-padding-start;\n    padding-left: 0;\n\n    .form-check-input {\n      margin-right: $form-switch-padding-start * -1;\n      margin-left: 0;\n    }\n  }\n}\n\n.form-check-inline {\n  display: inline-block;\n  margin-right: $form-check-inline-margin-end;\n}\n\n.btn-check {\n  position: absolute;\n  clip: rect(0, 0, 0, 0);\n  pointer-events: none;\n\n  &[disabled],\n  &:disabled {\n    + .btn {\n      pointer-events: none;\n      filter: none;\n      opacity: $form-check-btn-check-disabled-opacity;\n    }\n  }\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    .form-switch .form-check-input:not(:checked):not(:focus) {\n      --#{$prefix}form-switch-bg: #{escape-svg($form-switch-bg-image-dark)};\n    }\n  }\n}\n","// Range\n//\n// Style range inputs the same across browsers. Vendor-specific rules for pseudo\n// elements cannot be mixed. As such, there are no shared styles for focus or\n// active states on prefixed selectors.\n\n.form-range {\n  width: 100%;\n  height: add($form-range-thumb-height, $form-range-thumb-focus-box-shadow-width * 2);\n  padding: 0; // Need to reset padding\n  appearance: none;\n  background-color: transparent;\n\n  &:focus {\n    outline: 0;\n\n    // Pseudo-elements must be split across multiple rulesets to have an effect.\n    // No box-shadow() mixin for focus accessibility.\n    &::-webkit-slider-thumb { box-shadow: $form-range-thumb-focus-box-shadow; }\n    &::-moz-range-thumb     { box-shadow: $form-range-thumb-focus-box-shadow; }\n  }\n\n  &::-moz-focus-outer {\n    border: 0;\n  }\n\n  &::-webkit-slider-thumb {\n    width: $form-range-thumb-width;\n    height: $form-range-thumb-height;\n    margin-top: ($form-range-track-height - $form-range-thumb-height) * .5; // Webkit specific\n    appearance: none;\n    @include gradient-bg($form-range-thumb-bg);\n    border: $form-range-thumb-border;\n    @include border-radius($form-range-thumb-border-radius);\n    @include box-shadow($form-range-thumb-box-shadow);\n    @include transition($form-range-thumb-transition);\n\n    &:active {\n      @include gradient-bg($form-range-thumb-active-bg);\n    }\n  }\n\n  &::-webkit-slider-runnable-track {\n    width: $form-range-track-width;\n    height: $form-range-track-height;\n    color: transparent; // Why?\n    cursor: $form-range-track-cursor;\n    background-color: $form-range-track-bg;\n    border-color: transparent;\n    @include border-radius($form-range-track-border-radius);\n    @include box-shadow($form-range-track-box-shadow);\n  }\n\n  &::-moz-range-thumb {\n    width: $form-range-thumb-width;\n    height: $form-range-thumb-height;\n    appearance: none;\n    @include gradient-bg($form-range-thumb-bg);\n    border: $form-range-thumb-border;\n    @include border-radius($form-range-thumb-border-radius);\n    @include box-shadow($form-range-thumb-box-shadow);\n    @include transition($form-range-thumb-transition);\n\n    &:active {\n      @include gradient-bg($form-range-thumb-active-bg);\n    }\n  }\n\n  &::-moz-range-track {\n    width: $form-range-track-width;\n    height: $form-range-track-height;\n    color: transparent;\n    cursor: $form-range-track-cursor;\n    background-color: $form-range-track-bg;\n    border-color: transparent; // Firefox specific?\n    @include border-radius($form-range-track-border-radius);\n    @include box-shadow($form-range-track-box-shadow);\n  }\n\n  &:disabled {\n    pointer-events: none;\n\n    &::-webkit-slider-thumb {\n      background-color: $form-range-thumb-disabled-bg;\n    }\n\n    &::-moz-range-thumb {\n      background-color: $form-range-thumb-disabled-bg;\n    }\n  }\n}\n",".form-floating {\n  position: relative;\n\n  > .form-control,\n  > .form-control-plaintext,\n  > .form-select {\n    height: $form-floating-height;\n    min-height: $form-floating-height;\n    line-height: $form-floating-line-height;\n  }\n\n  > label {\n    position: absolute;\n    top: 0;\n    left: 0;\n    z-index: 2;\n    height: 100%; // allow textareas\n    padding: $form-floating-padding-y $form-floating-padding-x;\n    overflow: hidden;\n    text-align: start;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    pointer-events: none;\n    border: $input-border-width solid transparent; // Required for aligning label's text with the input as it affects inner box model\n    transform-origin: 0 0;\n    @include transition($form-floating-transition);\n  }\n\n  > .form-control,\n  > .form-control-plaintext {\n    padding: $form-floating-padding-y $form-floating-padding-x;\n\n    &::placeholder {\n      color: transparent;\n    }\n\n    &:focus,\n    &:not(:placeholder-shown) {\n      padding-top: $form-floating-input-padding-t;\n      padding-bottom: $form-floating-input-padding-b;\n    }\n    // Duplicated because `:-webkit-autofill` invalidates other selectors when grouped\n    &:-webkit-autofill {\n      padding-top: $form-floating-input-padding-t;\n      padding-bottom: $form-floating-input-padding-b;\n    }\n  }\n\n  > .form-select {\n    padding-top: $form-floating-input-padding-t;\n    padding-bottom: $form-floating-input-padding-b;\n  }\n\n  > .form-control:focus,\n  > .form-control:not(:placeholder-shown),\n  > .form-control-plaintext,\n  > .form-select {\n    ~ label {\n      color: rgba(var(--#{$prefix}body-color-rgb), #{$form-floating-label-opacity});\n      transform: $form-floating-label-transform;\n\n      &::after {\n        position: absolute;\n        inset: $form-floating-padding-y ($form-floating-padding-x * .5);\n        z-index: -1;\n        height: $form-floating-label-height;\n        content: \"\";\n        background-color: $input-bg;\n        @include border-radius($input-border-radius);\n      }\n    }\n  }\n  // Duplicated because `:-webkit-autofill` invalidates other selectors when grouped\n  > .form-control:-webkit-autofill {\n    ~ label {\n      color: rgba(var(--#{$prefix}body-color-rgb), #{$form-floating-label-opacity});\n      transform: $form-floating-label-transform;\n    }\n  }\n\n  > .form-control-plaintext {\n    ~ label {\n      border-width: $input-border-width 0; // Required to properly position label text - as explained above\n    }\n  }\n\n  > :disabled ~ label,\n  > .form-control:disabled ~ label { // Required for `.form-control`s because of specificity\n    color: $form-floating-label-disabled-color;\n\n    &::after {\n      background-color: $input-disabled-bg;\n    }\n  }\n}\n","//\n// Base styles\n//\n\n.input-group {\n  position: relative;\n  display: flex;\n  flex-wrap: wrap; // For form validation feedback\n  align-items: stretch;\n  width: 100%;\n\n  > .form-control,\n  > .form-select,\n  > .form-floating {\n    position: relative; // For focus state's z-index\n    flex: 1 1 auto;\n    width: 1%;\n    min-width: 0; // https://stackoverflow.com/questions/36247140/why-dont-flex-items-shrink-past-content-size\n  }\n\n  // Bring the \"active\" form control to the top of surrounding elements\n  > .form-control:focus,\n  > .form-select:focus,\n  > .form-floating:focus-within {\n    z-index: 5;\n  }\n\n  // Ensure buttons are always above inputs for more visually pleasing borders.\n  // This isn't needed for `.input-group-text` since it shares the same border-color\n  // as our inputs.\n  .btn {\n    position: relative;\n    z-index: 2;\n\n    &:focus {\n      z-index: 5;\n    }\n  }\n}\n\n\n// Textual addons\n//\n// Serves as a catch-all element for any text or radio/checkbox input you wish\n// to prepend or append to an input.\n\n.input-group-text {\n  display: flex;\n  align-items: center;\n  padding: $input-group-addon-padding-y $input-group-addon-padding-x;\n  @include font-size($input-font-size); // Match inputs\n  font-weight: $input-group-addon-font-weight;\n  line-height: $input-line-height;\n  color: $input-group-addon-color;\n  text-align: center;\n  white-space: nowrap;\n  background-color: $input-group-addon-bg;\n  border: $input-border-width solid $input-group-addon-border-color;\n  @include border-radius($input-border-radius);\n}\n\n\n// Sizing\n//\n// Remix the default form control sizing classes into new ones for easier\n// manipulation.\n\n.input-group-lg > .form-control,\n.input-group-lg > .form-select,\n.input-group-lg > .input-group-text,\n.input-group-lg > .btn {\n  padding: $input-padding-y-lg $input-padding-x-lg;\n  @include font-size($input-font-size-lg);\n  @include border-radius($input-border-radius-lg);\n}\n\n.input-group-sm > .form-control,\n.input-group-sm > .form-select,\n.input-group-sm > .input-group-text,\n.input-group-sm > .btn {\n  padding: $input-padding-y-sm $input-padding-x-sm;\n  @include font-size($input-font-size-sm);\n  @include border-radius($input-border-radius-sm);\n}\n\n.input-group-lg > .form-select,\n.input-group-sm > .form-select {\n  padding-right: $form-select-padding-x + $form-select-indicator-padding;\n}\n\n\n// Rounded corners\n//\n// These rulesets must come after the sizing ones to properly override sm and lg\n// border-radius values when extending. They're more specific than we'd like\n// with the `.input-group >` part, but without it, we cannot override the sizing.\n\n// stylelint-disable-next-line no-duplicate-selectors\n.input-group {\n  &:not(.has-validation) {\n    > :not(:last-child):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),\n    > .dropdown-toggle:nth-last-child(n + 3),\n    > .form-floating:not(:last-child) > .form-control,\n    > .form-floating:not(:last-child) > .form-select {\n      @include border-end-radius(0);\n    }\n  }\n\n  &.has-validation {\n    > :nth-last-child(n + 3):not(.dropdown-toggle):not(.dropdown-menu):not(.form-floating),\n    > .dropdown-toggle:nth-last-child(n + 4),\n    > .form-floating:nth-last-child(n + 3) > .form-control,\n    > .form-floating:nth-last-child(n + 3) > .form-select {\n      @include border-end-radius(0);\n    }\n  }\n\n  $validation-messages: \"\";\n  @each $state in map-keys($form-validation-states) {\n    $validation-messages: $validation-messages + \":not(.\" + unquote($state) + \"-tooltip)\" + \":not(.\" + unquote($state) + \"-feedback)\";\n  }\n\n  > :not(:first-child):not(.dropdown-menu)#{$validation-messages} {\n    margin-left: calc(#{$input-border-width} * -1); // stylelint-disable-line function-disallowed-list\n    @include border-start-radius(0);\n  }\n\n  > .form-floating:not(:first-child) > .form-control,\n  > .form-floating:not(:first-child) > .form-select {\n    @include border-start-radius(0);\n  }\n}\n","// This mixin uses an `if()` technique to be compatible with Dart Sass\n// See https://github.com/sass/sass/issues/1873#issuecomment-152293725 for more details\n\n// scss-docs-start form-validation-mixins\n@mixin form-validation-state-selector($state) {\n  @if ($state == \"valid\" or $state == \"invalid\") {\n    .was-validated #{if(&, \"&\", \"\")}:#{$state},\n    #{if(&, \"&\", \"\")}.is-#{$state} {\n      @content;\n    }\n  } @else {\n    #{if(&, \"&\", \"\")}.is-#{$state} {\n      @content;\n    }\n  }\n}\n\n@mixin form-validation-state(\n  $state,\n  $color,\n  $icon,\n  $tooltip-color: color-contrast($color),\n  $tooltip-bg-color: rgba($color, $form-feedback-tooltip-opacity),\n  $focus-box-shadow: 0 0 $input-btn-focus-blur $input-focus-width rgba($color, $input-btn-focus-color-opacity),\n  $border-color: $color\n) {\n  .#{$state}-feedback {\n    display: none;\n    width: 100%;\n    margin-top: $form-feedback-margin-top;\n    @include font-size($form-feedback-font-size);\n    font-style: $form-feedback-font-style;\n    color: $color;\n  }\n\n  .#{$state}-tooltip {\n    position: absolute;\n    top: 100%;\n    z-index: 5;\n    display: none;\n    max-width: 100%; // Contain to parent when possible\n    padding: $form-feedback-tooltip-padding-y $form-feedback-tooltip-padding-x;\n    margin-top: .1rem;\n    @include font-size($form-feedback-tooltip-font-size);\n    line-height: $form-feedback-tooltip-line-height;\n    color: $tooltip-color;\n    background-color: $tooltip-bg-color;\n    @include border-radius($form-feedback-tooltip-border-radius);\n  }\n\n  @include form-validation-state-selector($state) {\n    ~ .#{$state}-feedback,\n    ~ .#{$state}-tooltip {\n      display: block;\n    }\n  }\n\n  .form-control {\n    @include form-validation-state-selector($state) {\n      border-color: $border-color;\n\n      @if $enable-validation-icons {\n        padding-right: $input-height-inner;\n        background-image: escape-svg($icon);\n        background-repeat: no-repeat;\n        background-position: right $input-height-inner-quarter center;\n        background-size: $input-height-inner-half $input-height-inner-half;\n      }\n\n      &:focus {\n        border-color: $border-color;\n        @if $enable-shadows {\n          @include box-shadow($input-box-shadow, $focus-box-shadow);\n        } @else {\n          // Avoid using mixin so we can pass custom focus shadow properly\n          box-shadow: $focus-box-shadow;\n        }\n      }\n    }\n  }\n\n  // stylelint-disable-next-line selector-no-qualifying-type\n  textarea.form-control {\n    @include form-validation-state-selector($state) {\n      @if $enable-validation-icons {\n        padding-right: $input-height-inner;\n        background-position: top $input-height-inner-quarter right $input-height-inner-quarter;\n      }\n    }\n  }\n\n  .form-select {\n    @include form-validation-state-selector($state) {\n      border-color: $border-color;\n\n      @if $enable-validation-icons {\n        &:not([multiple]):not([size]),\n        &:not([multiple])[size=\"1\"] {\n          --#{$prefix}form-select-bg-icon: #{escape-svg($icon)};\n          padding-right: $form-select-feedback-icon-padding-end;\n          background-position: $form-select-bg-position, $form-select-feedback-icon-position;\n          background-size: $form-select-bg-size, $form-select-feedback-icon-size;\n        }\n      }\n\n      &:focus {\n        border-color: $border-color;\n        @if $enable-shadows {\n          @include box-shadow($form-select-box-shadow, $focus-box-shadow);\n        } @else {\n          // Avoid using mixin so we can pass custom focus shadow properly\n          box-shadow: $focus-box-shadow;\n        }\n      }\n    }\n  }\n\n  .form-control-color {\n    @include form-validation-state-selector($state) {\n      @if $enable-validation-icons {\n        width: add($form-color-width, $input-height-inner);\n      }\n    }\n  }\n\n  .form-check-input {\n    @include form-validation-state-selector($state) {\n      border-color: $border-color;\n\n      &:checked {\n        background-color: $color;\n      }\n\n      &:focus {\n        box-shadow: $focus-box-shadow;\n      }\n\n      ~ .form-check-label {\n        color: $color;\n      }\n    }\n  }\n  .form-check-inline .form-check-input {\n    ~ .#{$state}-feedback {\n      margin-left: .5em;\n    }\n  }\n\n  .input-group {\n    > .form-control:not(:focus),\n    > .form-select:not(:focus),\n    > .form-floating:not(:focus-within) {\n      @include form-validation-state-selector($state) {\n        @if $state == \"valid\" {\n          z-index: 3;\n        } @else if $state == \"invalid\" {\n          z-index: 4;\n        }\n      }\n    }\n  }\n}\n// scss-docs-end form-validation-mixins\n","//\n// Base styles\n//\n\n.btn {\n  // scss-docs-start btn-css-vars\n  --#{$prefix}btn-padding-x: #{$btn-padding-x};\n  --#{$prefix}btn-padding-y: #{$btn-padding-y};\n  --#{$prefix}btn-font-family: #{$btn-font-family};\n  @include rfs($btn-font-size, --#{$prefix}btn-font-size);\n  --#{$prefix}btn-font-weight: #{$btn-font-weight};\n  --#{$prefix}btn-line-height: #{$btn-line-height};\n  --#{$prefix}btn-color: #{$btn-color};\n  --#{$prefix}btn-bg: transparent;\n  --#{$prefix}btn-border-width: #{$btn-border-width};\n  --#{$prefix}btn-border-color: transparent;\n  --#{$prefix}btn-border-radius: #{$btn-border-radius};\n  --#{$prefix}btn-hover-border-color: transparent;\n  --#{$prefix}btn-box-shadow: #{$btn-box-shadow};\n  --#{$prefix}btn-disabled-opacity: #{$btn-disabled-opacity};\n  --#{$prefix}btn-focus-box-shadow: 0 0 0 #{$btn-focus-width} rgba(var(--#{$prefix}btn-focus-shadow-rgb), .5);\n  // scss-docs-end btn-css-vars\n\n  display: inline-block;\n  padding: var(--#{$prefix}btn-padding-y) var(--#{$prefix}btn-padding-x);\n  font-family: var(--#{$prefix}btn-font-family);\n  @include font-size(var(--#{$prefix}btn-font-size));\n  font-weight: var(--#{$prefix}btn-font-weight);\n  line-height: var(--#{$prefix}btn-line-height);\n  color: var(--#{$prefix}btn-color);\n  text-align: center;\n  text-decoration: if($link-decoration == none, null, none);\n  white-space: $btn-white-space;\n  vertical-align: middle;\n  cursor: if($enable-button-pointers, pointer, null);\n  user-select: none;\n  border: var(--#{$prefix}btn-border-width) solid var(--#{$prefix}btn-border-color);\n  @include border-radius(var(--#{$prefix}btn-border-radius));\n  @include gradient-bg(var(--#{$prefix}btn-bg));\n  @include box-shadow(var(--#{$prefix}btn-box-shadow));\n  @include transition($btn-transition);\n\n  &:hover {\n    color: var(--#{$prefix}btn-hover-color);\n    text-decoration: if($link-hover-decoration == underline, none, null);\n    background-color: var(--#{$prefix}btn-hover-bg);\n    border-color: var(--#{$prefix}btn-hover-border-color);\n  }\n\n  .btn-check + &:hover {\n    // override for the checkbox/radio buttons\n    color: var(--#{$prefix}btn-color);\n    background-color: var(--#{$prefix}btn-bg);\n    border-color: var(--#{$prefix}btn-border-color);\n  }\n\n  &:focus-visible {\n    color: var(--#{$prefix}btn-hover-color);\n    @include gradient-bg(var(--#{$prefix}btn-hover-bg));\n    border-color: var(--#{$prefix}btn-hover-border-color);\n    outline: 0;\n    // Avoid using mixin so we can pass custom focus shadow properly\n    @if $enable-shadows {\n      box-shadow: var(--#{$prefix}btn-box-shadow), var(--#{$prefix}btn-focus-box-shadow);\n    } @else {\n      box-shadow: var(--#{$prefix}btn-focus-box-shadow);\n    }\n  }\n\n  .btn-check:focus-visible + & {\n    border-color: var(--#{$prefix}btn-hover-border-color);\n    outline: 0;\n    // Avoid using mixin so we can pass custom focus shadow properly\n    @if $enable-shadows {\n      box-shadow: var(--#{$prefix}btn-box-shadow), var(--#{$prefix}btn-focus-box-shadow);\n    } @else {\n      box-shadow: var(--#{$prefix}btn-focus-box-shadow);\n    }\n  }\n\n  .btn-check:checked + &,\n  :not(.btn-check) + &:active,\n  &:first-child:active,\n  &.active,\n  &.show {\n    color: var(--#{$prefix}btn-active-color);\n    background-color: var(--#{$prefix}btn-active-bg);\n    // Remove CSS gradients if they're enabled\n    background-image: if($enable-gradients, none, null);\n    border-color: var(--#{$prefix}btn-active-border-color);\n    @include box-shadow(var(--#{$prefix}btn-active-shadow));\n\n    &:focus-visible {\n      // Avoid using mixin so we can pass custom focus shadow properly\n      @if $enable-shadows {\n        box-shadow: var(--#{$prefix}btn-active-shadow), var(--#{$prefix}btn-focus-box-shadow);\n      } @else {\n        box-shadow: var(--#{$prefix}btn-focus-box-shadow);\n      }\n    }\n  }\n\n  .btn-check:checked:focus-visible + & {\n    // Avoid using mixin so we can pass custom focus shadow properly\n    @if $enable-shadows {\n      box-shadow: var(--#{$prefix}btn-active-shadow), var(--#{$prefix}btn-focus-box-shadow);\n    } @else {\n      box-shadow: var(--#{$prefix}btn-focus-box-shadow);\n    }\n  }\n\n  &:disabled,\n  &.disabled,\n  fieldset:disabled & {\n    color: var(--#{$prefix}btn-disabled-color);\n    pointer-events: none;\n    background-color: var(--#{$prefix}btn-disabled-bg);\n    background-image: if($enable-gradients, none, null);\n    border-color: var(--#{$prefix}btn-disabled-border-color);\n    opacity: var(--#{$prefix}btn-disabled-opacity);\n    @include box-shadow(none);\n  }\n}\n\n\n//\n// Alternate buttons\n//\n\n// scss-docs-start btn-variant-loops\n@each $color, $value in $theme-colors {\n  .btn-#{$color} {\n    @if $color == \"light\" {\n      @include button-variant(\n        $value,\n        $value,\n        $hover-background: shade-color($value, $btn-hover-bg-shade-amount),\n        $hover-border: shade-color($value, $btn-hover-border-shade-amount),\n        $active-background: shade-color($value, $btn-active-bg-shade-amount),\n        $active-border: shade-color($value, $btn-active-border-shade-amount)\n      );\n    } @else if $color == \"dark\" {\n      @include button-variant(\n        $value,\n        $value,\n        $hover-background: tint-color($value, $btn-hover-bg-tint-amount),\n        $hover-border: tint-color($value, $btn-hover-border-tint-amount),\n        $active-background: tint-color($value, $btn-active-bg-tint-amount),\n        $active-border: tint-color($value, $btn-active-border-tint-amount)\n      );\n    } @else {\n      @include button-variant($value, $value);\n    }\n  }\n}\n\n@each $color, $value in $theme-colors {\n  .btn-outline-#{$color} {\n    @include button-outline-variant($value);\n  }\n}\n// scss-docs-end btn-variant-loops\n\n\n//\n// Link buttons\n//\n\n// Make a button look and behave like a link\n.btn-link {\n  --#{$prefix}btn-font-weight: #{$font-weight-normal};\n  --#{$prefix}btn-color: #{$btn-link-color};\n  --#{$prefix}btn-bg: transparent;\n  --#{$prefix}btn-border-color: transparent;\n  --#{$prefix}btn-hover-color: #{$btn-link-hover-color};\n  --#{$prefix}btn-hover-border-color: transparent;\n  --#{$prefix}btn-active-color: #{$btn-link-hover-color};\n  --#{$prefix}btn-active-border-color: transparent;\n  --#{$prefix}btn-disabled-color: #{$btn-link-disabled-color};\n  --#{$prefix}btn-disabled-border-color: transparent;\n  --#{$prefix}btn-box-shadow: 0 0 0 #000; // Can't use `none` as keyword negates all values when used with multiple shadows\n  --#{$prefix}btn-focus-shadow-rgb: #{$btn-link-focus-shadow-rgb};\n\n  text-decoration: $link-decoration;\n  @if $enable-gradients {\n    background-image: none;\n  }\n\n  &:hover,\n  &:focus-visible {\n    text-decoration: $link-hover-decoration;\n  }\n\n  &:focus-visible {\n    color: var(--#{$prefix}btn-color);\n  }\n\n  &:hover {\n    color: var(--#{$prefix}btn-hover-color);\n  }\n\n  // No need for an active state here\n}\n\n\n//\n// Button Sizes\n//\n\n.btn-lg {\n  @include button-size($btn-padding-y-lg, $btn-padding-x-lg, $btn-font-size-lg, $btn-border-radius-lg);\n}\n\n.btn-sm {\n  @include button-size($btn-padding-y-sm, $btn-padding-x-sm, $btn-font-size-sm, $btn-border-radius-sm);\n}\n","// Button variants\n//\n// Easily pump out default styles, as well as :hover, :focus, :active,\n// and disabled options for all buttons\n\n// scss-docs-start btn-variant-mixin\n@mixin button-variant(\n  $background,\n  $border,\n  $color: color-contrast($background),\n  $hover-background: if($color == $color-contrast-light, shade-color($background, $btn-hover-bg-shade-amount), tint-color($background, $btn-hover-bg-tint-amount)),\n  $hover-border: if($color == $color-contrast-light, shade-color($border, $btn-hover-border-shade-amount), tint-color($border, $btn-hover-border-tint-amount)),\n  $hover-color: color-contrast($hover-background),\n  $active-background: if($color == $color-contrast-light, shade-color($background, $btn-active-bg-shade-amount), tint-color($background, $btn-active-bg-tint-amount)),\n  $active-border: if($color == $color-contrast-light, shade-color($border, $btn-active-border-shade-amount), tint-color($border, $btn-active-border-tint-amount)),\n  $active-color: color-contrast($active-background),\n  $disabled-background: $background,\n  $disabled-border: $border,\n  $disabled-color: color-contrast($disabled-background)\n) {\n  --#{$prefix}btn-color: #{$color};\n  --#{$prefix}btn-bg: #{$background};\n  --#{$prefix}btn-border-color: #{$border};\n  --#{$prefix}btn-hover-color: #{$hover-color};\n  --#{$prefix}btn-hover-bg: #{$hover-background};\n  --#{$prefix}btn-hover-border-color: #{$hover-border};\n  --#{$prefix}btn-focus-shadow-rgb: #{to-rgb(mix($color, $border, 15%))};\n  --#{$prefix}btn-active-color: #{$active-color};\n  --#{$prefix}btn-active-bg: #{$active-background};\n  --#{$prefix}btn-active-border-color: #{$active-border};\n  --#{$prefix}btn-active-shadow: #{$btn-active-box-shadow};\n  --#{$prefix}btn-disabled-color: #{$disabled-color};\n  --#{$prefix}btn-disabled-bg: #{$disabled-background};\n  --#{$prefix}btn-disabled-border-color: #{$disabled-border};\n}\n// scss-docs-end btn-variant-mixin\n\n// scss-docs-start btn-outline-variant-mixin\n@mixin button-outline-variant(\n  $color,\n  $color-hover: color-contrast($color),\n  $active-background: $color,\n  $active-border: $color,\n  $active-color: color-contrast($active-background)\n) {\n  --#{$prefix}btn-color: #{$color};\n  --#{$prefix}btn-border-color: #{$color};\n  --#{$prefix}btn-hover-color: #{$color-hover};\n  --#{$prefix}btn-hover-bg: #{$active-background};\n  --#{$prefix}btn-hover-border-color: #{$active-border};\n  --#{$prefix}btn-focus-shadow-rgb: #{to-rgb($color)};\n  --#{$prefix}btn-active-color: #{$active-color};\n  --#{$prefix}btn-active-bg: #{$active-background};\n  --#{$prefix}btn-active-border-color: #{$active-border};\n  --#{$prefix}btn-active-shadow: #{$btn-active-box-shadow};\n  --#{$prefix}btn-disabled-color: #{$color};\n  --#{$prefix}btn-disabled-bg: transparent;\n  --#{$prefix}btn-disabled-border-color: #{$color};\n  --#{$prefix}gradient: none;\n}\n// scss-docs-end btn-outline-variant-mixin\n\n// scss-docs-start btn-size-mixin\n@mixin button-size($padding-y, $padding-x, $font-size, $border-radius) {\n  --#{$prefix}btn-padding-y: #{$padding-y};\n  --#{$prefix}btn-padding-x: #{$padding-x};\n  @include rfs($font-size, --#{$prefix}btn-font-size);\n  --#{$prefix}btn-border-radius: #{$border-radius};\n}\n// scss-docs-end btn-size-mixin\n",".fade {\n  @include transition($transition-fade);\n\n  &:not(.show) {\n    opacity: 0;\n  }\n}\n\n// scss-docs-start collapse-classes\n.collapse {\n  &:not(.show) {\n    display: none;\n  }\n}\n\n.collapsing {\n  height: 0;\n  overflow: hidden;\n  @include transition($transition-collapse);\n\n  &.collapse-horizontal {\n    width: 0;\n    height: auto;\n    @include transition($transition-collapse-width);\n  }\n}\n// scss-docs-end collapse-classes\n","// The dropdown wrapper (`<div>`)\n.dropup,\n.dropend,\n.dropdown,\n.dropstart,\n.dropup-center,\n.dropdown-center {\n  position: relative;\n}\n\n.dropdown-toggle {\n  white-space: nowrap;\n\n  // Generate the caret automatically\n  @include caret();\n}\n\n// The dropdown menu\n.dropdown-menu {\n  // scss-docs-start dropdown-css-vars\n  --#{$prefix}dropdown-zindex: #{$zindex-dropdown};\n  --#{$prefix}dropdown-min-width: #{$dropdown-min-width};\n  --#{$prefix}dropdown-padding-x: #{$dropdown-padding-x};\n  --#{$prefix}dropdown-padding-y: #{$dropdown-padding-y};\n  --#{$prefix}dropdown-spacer: #{$dropdown-spacer};\n  @include rfs($dropdown-font-size, --#{$prefix}dropdown-font-size);\n  --#{$prefix}dropdown-color: #{$dropdown-color};\n  --#{$prefix}dropdown-bg: #{$dropdown-bg};\n  --#{$prefix}dropdown-border-color: #{$dropdown-border-color};\n  --#{$prefix}dropdown-border-radius: #{$dropdown-border-radius};\n  --#{$prefix}dropdown-border-width: #{$dropdown-border-width};\n  --#{$prefix}dropdown-inner-border-radius: #{$dropdown-inner-border-radius};\n  --#{$prefix}dropdown-divider-bg: #{$dropdown-divider-bg};\n  --#{$prefix}dropdown-divider-margin-y: #{$dropdown-divider-margin-y};\n  --#{$prefix}dropdown-box-shadow: #{$dropdown-box-shadow};\n  --#{$prefix}dropdown-link-color: #{$dropdown-link-color};\n  --#{$prefix}dropdown-link-hover-color: #{$dropdown-link-hover-color};\n  --#{$prefix}dropdown-link-hover-bg: #{$dropdown-link-hover-bg};\n  --#{$prefix}dropdown-link-active-color: #{$dropdown-link-active-color};\n  --#{$prefix}dropdown-link-active-bg: #{$dropdown-link-active-bg};\n  --#{$prefix}dropdown-link-disabled-color: #{$dropdown-link-disabled-color};\n  --#{$prefix}dropdown-item-padding-x: #{$dropdown-item-padding-x};\n  --#{$prefix}dropdown-item-padding-y: #{$dropdown-item-padding-y};\n  --#{$prefix}dropdown-header-color: #{$dropdown-header-color};\n  --#{$prefix}dropdown-header-padding-x: #{$dropdown-header-padding-x};\n  --#{$prefix}dropdown-header-padding-y: #{$dropdown-header-padding-y};\n  // scss-docs-end dropdown-css-vars\n\n  position: absolute;\n  z-index: var(--#{$prefix}dropdown-zindex);\n  display: none; // none by default, but block on \"open\" of the menu\n  min-width: var(--#{$prefix}dropdown-min-width);\n  padding: var(--#{$prefix}dropdown-padding-y) var(--#{$prefix}dropdown-padding-x);\n  margin: 0; // Override default margin of ul\n  @include font-size(var(--#{$prefix}dropdown-font-size));\n  color: var(--#{$prefix}dropdown-color);\n  text-align: left; // Ensures proper alignment if parent has it changed (e.g., modal footer)\n  list-style: none;\n  background-color: var(--#{$prefix}dropdown-bg);\n  background-clip: padding-box;\n  border: var(--#{$prefix}dropdown-border-width) solid var(--#{$prefix}dropdown-border-color);\n  @include border-radius(var(--#{$prefix}dropdown-border-radius));\n  @include box-shadow(var(--#{$prefix}dropdown-box-shadow));\n\n  &[data-bs-popper] {\n    top: 100%;\n    left: 0;\n    margin-top: var(--#{$prefix}dropdown-spacer);\n  }\n\n  @if $dropdown-padding-y == 0 {\n    > .dropdown-item:first-child,\n    > li:first-child .dropdown-item {\n      @include border-top-radius(var(--#{$prefix}dropdown-inner-border-radius));\n    }\n    > .dropdown-item:last-child,\n    > li:last-child .dropdown-item {\n      @include border-bottom-radius(var(--#{$prefix}dropdown-inner-border-radius));\n    }\n\n  }\n}\n\n// scss-docs-start responsive-breakpoints\n// We deliberately hardcode the `bs-` prefix because we check\n// this custom property in JS to determine Popper's positioning\n\n@each $breakpoint in map-keys($grid-breakpoints) {\n  @include media-breakpoint-up($breakpoint) {\n    $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n    .dropdown-menu#{$infix}-start {\n      --bs-position: start;\n\n      &[data-bs-popper] {\n        right: auto;\n        left: 0;\n      }\n    }\n\n    .dropdown-menu#{$infix}-end {\n      --bs-position: end;\n\n      &[data-bs-popper] {\n        right: 0;\n        left: auto;\n      }\n    }\n  }\n}\n// scss-docs-end responsive-breakpoints\n\n// Allow for dropdowns to go bottom up (aka, dropup-menu)\n// Just add .dropup after the standard .dropdown class and you're set.\n.dropup {\n  .dropdown-menu[data-bs-popper] {\n    top: auto;\n    bottom: 100%;\n    margin-top: 0;\n    margin-bottom: var(--#{$prefix}dropdown-spacer);\n  }\n\n  .dropdown-toggle {\n    @include caret(up);\n  }\n}\n\n.dropend {\n  .dropdown-menu[data-bs-popper] {\n    top: 0;\n    right: auto;\n    left: 100%;\n    margin-top: 0;\n    margin-left: var(--#{$prefix}dropdown-spacer);\n  }\n\n  .dropdown-toggle {\n    @include caret(end);\n    &::after {\n      vertical-align: 0;\n    }\n  }\n}\n\n.dropstart {\n  .dropdown-menu[data-bs-popper] {\n    top: 0;\n    right: 100%;\n    left: auto;\n    margin-top: 0;\n    margin-right: var(--#{$prefix}dropdown-spacer);\n  }\n\n  .dropdown-toggle {\n    @include caret(start);\n    &::before {\n      vertical-align: 0;\n    }\n  }\n}\n\n\n// Dividers (basically an `<hr>`) within the dropdown\n.dropdown-divider {\n  height: 0;\n  margin: var(--#{$prefix}dropdown-divider-margin-y) 0;\n  overflow: hidden;\n  border-top: 1px solid var(--#{$prefix}dropdown-divider-bg);\n  opacity: 1; // Revisit in v6 to de-dupe styles that conflict with <hr> element\n}\n\n// Links, buttons, and more within the dropdown menu\n//\n// `<button>`-specific styles are denoted with `// For <button>s`\n.dropdown-item {\n  display: block;\n  width: 100%; // For `<button>`s\n  padding: var(--#{$prefix}dropdown-item-padding-y) var(--#{$prefix}dropdown-item-padding-x);\n  clear: both;\n  font-weight: $font-weight-normal;\n  color: var(--#{$prefix}dropdown-link-color);\n  text-align: inherit; // For `<button>`s\n  text-decoration: if($link-decoration == none, null, none);\n  white-space: nowrap; // prevent links from randomly breaking onto new lines\n  background-color: transparent; // For `<button>`s\n  border: 0; // For `<button>`s\n  @include border-radius(var(--#{$prefix}dropdown-item-border-radius, 0));\n\n  &:hover,\n  &:focus {\n    color: var(--#{$prefix}dropdown-link-hover-color);\n    text-decoration: if($link-hover-decoration == underline, none, null);\n    @include gradient-bg(var(--#{$prefix}dropdown-link-hover-bg));\n  }\n\n  &.active,\n  &:active {\n    color: var(--#{$prefix}dropdown-link-active-color);\n    text-decoration: none;\n    @include gradient-bg(var(--#{$prefix}dropdown-link-active-bg));\n  }\n\n  &.disabled,\n  &:disabled {\n    color: var(--#{$prefix}dropdown-link-disabled-color);\n    pointer-events: none;\n    background-color: transparent;\n    // Remove CSS gradients if they're enabled\n    background-image: if($enable-gradients, none, null);\n  }\n}\n\n.dropdown-menu.show {\n  display: block;\n}\n\n// Dropdown section headers\n.dropdown-header {\n  display: block;\n  padding: var(--#{$prefix}dropdown-header-padding-y) var(--#{$prefix}dropdown-header-padding-x);\n  margin-bottom: 0; // for use with heading elements\n  @include font-size($font-size-sm);\n  color: var(--#{$prefix}dropdown-header-color);\n  white-space: nowrap; // as with > li > a\n}\n\n// Dropdown text\n.dropdown-item-text {\n  display: block;\n  padding: var(--#{$prefix}dropdown-item-padding-y) var(--#{$prefix}dropdown-item-padding-x);\n  color: var(--#{$prefix}dropdown-link-color);\n}\n\n// Dark dropdowns\n.dropdown-menu-dark {\n  // scss-docs-start dropdown-dark-css-vars\n  --#{$prefix}dropdown-color: #{$dropdown-dark-color};\n  --#{$prefix}dropdown-bg: #{$dropdown-dark-bg};\n  --#{$prefix}dropdown-border-color: #{$dropdown-dark-border-color};\n  --#{$prefix}dropdown-box-shadow: #{$dropdown-dark-box-shadow};\n  --#{$prefix}dropdown-link-color: #{$dropdown-dark-link-color};\n  --#{$prefix}dropdown-link-hover-color: #{$dropdown-dark-link-hover-color};\n  --#{$prefix}dropdown-divider-bg: #{$dropdown-dark-divider-bg};\n  --#{$prefix}dropdown-link-hover-bg: #{$dropdown-dark-link-hover-bg};\n  --#{$prefix}dropdown-link-active-color: #{$dropdown-dark-link-active-color};\n  --#{$prefix}dropdown-link-active-bg: #{$dropdown-dark-link-active-bg};\n  --#{$prefix}dropdown-link-disabled-color: #{$dropdown-dark-link-disabled-color};\n  --#{$prefix}dropdown-header-color: #{$dropdown-dark-header-color};\n  // scss-docs-end dropdown-dark-css-vars\n}\n","// scss-docs-start caret-mixins\n@mixin caret-down($width: $caret-width) {\n  border-top: $width solid;\n  border-right: $width solid transparent;\n  border-bottom: 0;\n  border-left: $width solid transparent;\n}\n\n@mixin caret-up($width: $caret-width) {\n  border-top: 0;\n  border-right: $width solid transparent;\n  border-bottom: $width solid;\n  border-left: $width solid transparent;\n}\n\n@mixin caret-end($width: $caret-width) {\n  border-top: $width solid transparent;\n  border-right: 0;\n  border-bottom: $width solid transparent;\n  border-left: $width solid;\n}\n\n@mixin caret-start($width: $caret-width) {\n  border-top: $width solid transparent;\n  border-right: $width solid;\n  border-bottom: $width solid transparent;\n}\n\n@mixin caret(\n  $direction: down,\n  $width: $caret-width,\n  $spacing: $caret-spacing,\n  $vertical-align: $caret-vertical-align\n) {\n  @if $enable-caret {\n    &::after {\n      display: inline-block;\n      margin-left: $spacing;\n      vertical-align: $vertical-align;\n      content: \"\";\n      @if $direction == down {\n        @include caret-down($width);\n      } @else if $direction == up {\n        @include caret-up($width);\n      } @else if $direction == end {\n        @include caret-end($width);\n      }\n    }\n\n    @if $direction == start {\n      &::after {\n        display: none;\n      }\n\n      &::before {\n        display: inline-block;\n        margin-right: $spacing;\n        vertical-align: $vertical-align;\n        content: \"\";\n        @include caret-start($width);\n      }\n    }\n\n    &:empty::after {\n      margin-left: 0;\n    }\n  }\n}\n// scss-docs-end caret-mixins\n","// Make the div behave like a button\n.btn-group,\n.btn-group-vertical {\n  position: relative;\n  display: inline-flex;\n  vertical-align: middle; // match .btn alignment given font-size hack above\n\n  > .btn {\n    position: relative;\n    flex: 1 1 auto;\n  }\n\n  // Bring the hover, focused, and \"active\" buttons to the front to overlay\n  // the borders properly\n  > .btn-check:checked + .btn,\n  > .btn-check:focus + .btn,\n  > .btn:hover,\n  > .btn:focus,\n  > .btn:active,\n  > .btn.active {\n    z-index: 1;\n  }\n}\n\n// Optional: Group multiple button groups together for a toolbar\n.btn-toolbar {\n  display: flex;\n  flex-wrap: wrap;\n  justify-content: flex-start;\n\n  .input-group {\n    width: auto;\n  }\n}\n\n.btn-group {\n  @include border-radius($btn-border-radius);\n\n  // Prevent double borders when buttons are next to each other\n  > :not(.btn-check:first-child) + .btn,\n  > .btn-group:not(:first-child) {\n    margin-left: calc(#{$btn-border-width} * -1); // stylelint-disable-line function-disallowed-list\n  }\n\n  // Reset rounded corners\n  > .btn:not(:last-child):not(.dropdown-toggle),\n  > .btn.dropdown-toggle-split:first-child,\n  > .btn-group:not(:last-child) > .btn {\n    @include border-end-radius(0);\n  }\n\n  // The left radius should be 0 if the button is:\n  // - the \"third or more\" child\n  // - the second child and the previous element isn't `.btn-check` (making it the first child visually)\n  // - part of a btn-group which isn't the first child\n  > .btn:nth-child(n + 3),\n  > :not(.btn-check) + .btn,\n  > .btn-group:not(:first-child) > .btn {\n    @include border-start-radius(0);\n  }\n}\n\n// Sizing\n//\n// Remix the default button sizing classes into new ones for easier manipulation.\n\n.btn-group-sm > .btn { @extend .btn-sm; }\n.btn-group-lg > .btn { @extend .btn-lg; }\n\n\n//\n// Split button dropdowns\n//\n\n.dropdown-toggle-split {\n  padding-right: $btn-padding-x * .75;\n  padding-left: $btn-padding-x * .75;\n\n  &::after,\n  .dropup &::after,\n  .dropend &::after {\n    margin-left: 0;\n  }\n\n  .dropstart &::before {\n    margin-right: 0;\n  }\n}\n\n.btn-sm + .dropdown-toggle-split {\n  padding-right: $btn-padding-x-sm * .75;\n  padding-left: $btn-padding-x-sm * .75;\n}\n\n.btn-lg + .dropdown-toggle-split {\n  padding-right: $btn-padding-x-lg * .75;\n  padding-left: $btn-padding-x-lg * .75;\n}\n\n\n// The clickable button for toggling the menu\n// Set the same inset shadow as the :active state\n.btn-group.show .dropdown-toggle {\n  @include box-shadow($btn-active-box-shadow);\n\n  // Show no shadow for `.btn-link` since it has no other button styles.\n  &.btn-link {\n    @include box-shadow(none);\n  }\n}\n\n\n//\n// Vertical button groups\n//\n\n.btn-group-vertical {\n  flex-direction: column;\n  align-items: flex-start;\n  justify-content: center;\n\n  > .btn,\n  > .btn-group {\n    width: 100%;\n  }\n\n  > .btn:not(:first-child),\n  > .btn-group:not(:first-child) {\n    margin-top: calc(#{$btn-border-width} * -1); // stylelint-disable-line function-disallowed-list\n  }\n\n  // Reset rounded corners\n  > .btn:not(:last-child):not(.dropdown-toggle),\n  > .btn-group:not(:last-child) > .btn {\n    @include border-bottom-radius(0);\n  }\n\n  > .btn ~ .btn,\n  > .btn-group:not(:first-child) > .btn {\n    @include border-top-radius(0);\n  }\n}\n","// Base class\n//\n// Kickstart any navigation component with a set of style resets. Works with\n// `<nav>`s, `<ul>`s or `<ol>`s.\n\n.nav {\n  // scss-docs-start nav-css-vars\n  --#{$prefix}nav-link-padding-x: #{$nav-link-padding-x};\n  --#{$prefix}nav-link-padding-y: #{$nav-link-padding-y};\n  @include rfs($nav-link-font-size, --#{$prefix}nav-link-font-size);\n  --#{$prefix}nav-link-font-weight: #{$nav-link-font-weight};\n  --#{$prefix}nav-link-color: #{$nav-link-color};\n  --#{$prefix}nav-link-hover-color: #{$nav-link-hover-color};\n  --#{$prefix}nav-link-disabled-color: #{$nav-link-disabled-color};\n  // scss-docs-end nav-css-vars\n\n  display: flex;\n  flex-wrap: wrap;\n  padding-left: 0;\n  margin-bottom: 0;\n  list-style: none;\n}\n\n.nav-link {\n  display: block;\n  padding: var(--#{$prefix}nav-link-padding-y) var(--#{$prefix}nav-link-padding-x);\n  @include font-size(var(--#{$prefix}nav-link-font-size));\n  font-weight: var(--#{$prefix}nav-link-font-weight);\n  color: var(--#{$prefix}nav-link-color);\n  text-decoration: if($link-decoration == none, null, none);\n  background: none;\n  border: 0;\n  @include transition($nav-link-transition);\n\n  &:hover,\n  &:focus {\n    color: var(--#{$prefix}nav-link-hover-color);\n    text-decoration: if($link-hover-decoration == underline, none, null);\n  }\n\n  &:focus-visible {\n    outline: 0;\n    box-shadow: $nav-link-focus-box-shadow;\n  }\n\n  // Disabled state lightens text\n  &.disabled,\n  &:disabled {\n    color: var(--#{$prefix}nav-link-disabled-color);\n    pointer-events: none;\n    cursor: default;\n  }\n}\n\n//\n// Tabs\n//\n\n.nav-tabs {\n  // scss-docs-start nav-tabs-css-vars\n  --#{$prefix}nav-tabs-border-width: #{$nav-tabs-border-width};\n  --#{$prefix}nav-tabs-border-color: #{$nav-tabs-border-color};\n  --#{$prefix}nav-tabs-border-radius: #{$nav-tabs-border-radius};\n  --#{$prefix}nav-tabs-link-hover-border-color: #{$nav-tabs-link-hover-border-color};\n  --#{$prefix}nav-tabs-link-active-color: #{$nav-tabs-link-active-color};\n  --#{$prefix}nav-tabs-link-active-bg: #{$nav-tabs-link-active-bg};\n  --#{$prefix}nav-tabs-link-active-border-color: #{$nav-tabs-link-active-border-color};\n  // scss-docs-end nav-tabs-css-vars\n\n  border-bottom: var(--#{$prefix}nav-tabs-border-width) solid var(--#{$prefix}nav-tabs-border-color);\n\n  .nav-link {\n    margin-bottom: calc(-1 * var(--#{$prefix}nav-tabs-border-width)); // stylelint-disable-line function-disallowed-list\n    border: var(--#{$prefix}nav-tabs-border-width) solid transparent;\n    @include border-top-radius(var(--#{$prefix}nav-tabs-border-radius));\n\n    &:hover,\n    &:focus {\n      // Prevents active .nav-link tab overlapping focus outline of previous/next .nav-link\n      isolation: isolate;\n      border-color: var(--#{$prefix}nav-tabs-link-hover-border-color);\n    }\n  }\n\n  .nav-link.active,\n  .nav-item.show .nav-link {\n    color: var(--#{$prefix}nav-tabs-link-active-color);\n    background-color: var(--#{$prefix}nav-tabs-link-active-bg);\n    border-color: var(--#{$prefix}nav-tabs-link-active-border-color);\n  }\n\n  .dropdown-menu {\n    // Make dropdown border overlap tab border\n    margin-top: calc(-1 * var(--#{$prefix}nav-tabs-border-width)); // stylelint-disable-line function-disallowed-list\n    // Remove the top rounded corners here since there is a hard edge above the menu\n    @include border-top-radius(0);\n  }\n}\n\n\n//\n// Pills\n//\n\n.nav-pills {\n  // scss-docs-start nav-pills-css-vars\n  --#{$prefix}nav-pills-border-radius: #{$nav-pills-border-radius};\n  --#{$prefix}nav-pills-link-active-color: #{$nav-pills-link-active-color};\n  --#{$prefix}nav-pills-link-active-bg: #{$nav-pills-link-active-bg};\n  // scss-docs-end nav-pills-css-vars\n\n  .nav-link {\n    @include border-radius(var(--#{$prefix}nav-pills-border-radius));\n  }\n\n  .nav-link.active,\n  .show > .nav-link {\n    color: var(--#{$prefix}nav-pills-link-active-color);\n    @include gradient-bg(var(--#{$prefix}nav-pills-link-active-bg));\n  }\n}\n\n\n//\n// Underline\n//\n\n.nav-underline {\n  // scss-docs-start nav-underline-css-vars\n  --#{$prefix}nav-underline-gap: #{$nav-underline-gap};\n  --#{$prefix}nav-underline-border-width: #{$nav-underline-border-width};\n  --#{$prefix}nav-underline-link-active-color: #{$nav-underline-link-active-color};\n  // scss-docs-end nav-underline-css-vars\n\n  gap: var(--#{$prefix}nav-underline-gap);\n\n  .nav-link {\n    padding-right: 0;\n    padding-left: 0;\n    border-bottom: var(--#{$prefix}nav-underline-border-width) solid transparent;\n\n    &:hover,\n    &:focus {\n      border-bottom-color: currentcolor;\n    }\n  }\n\n  .nav-link.active,\n  .show > .nav-link {\n    font-weight: $font-weight-bold;\n    color: var(--#{$prefix}nav-underline-link-active-color);\n    border-bottom-color: currentcolor;\n  }\n}\n\n\n//\n// Justified variants\n//\n\n.nav-fill {\n  > .nav-link,\n  .nav-item {\n    flex: 1 1 auto;\n    text-align: center;\n  }\n}\n\n.nav-justified {\n  > .nav-link,\n  .nav-item {\n    flex-basis: 0;\n    flex-grow: 1;\n    text-align: center;\n  }\n}\n\n.nav-fill,\n.nav-justified {\n  .nav-item .nav-link {\n    width: 100%; // Make sure button will grow\n  }\n}\n\n\n// Tabbable tabs\n//\n// Hide tabbable panes to start, show them when `.active`\n\n.tab-content {\n  > .tab-pane {\n    display: none;\n  }\n  > .active {\n    display: block;\n  }\n}\n","// Navbar\n//\n// Provide a static navbar from which we expand to create full-width, fixed, and\n// other navbar variations.\n\n.navbar {\n  // scss-docs-start navbar-css-vars\n  --#{$prefix}navbar-padding-x: #{if($navbar-padding-x == null, 0, $navbar-padding-x)};\n  --#{$prefix}navbar-padding-y: #{$navbar-padding-y};\n  --#{$prefix}navbar-color: #{$navbar-light-color};\n  --#{$prefix}navbar-hover-color: #{$navbar-light-hover-color};\n  --#{$prefix}navbar-disabled-color: #{$navbar-light-disabled-color};\n  --#{$prefix}navbar-active-color: #{$navbar-light-active-color};\n  --#{$prefix}navbar-brand-padding-y: #{$navbar-brand-padding-y};\n  --#{$prefix}navbar-brand-margin-end: #{$navbar-brand-margin-end};\n  --#{$prefix}navbar-brand-font-size: #{$navbar-brand-font-size};\n  --#{$prefix}navbar-brand-color: #{$navbar-light-brand-color};\n  --#{$prefix}navbar-brand-hover-color: #{$navbar-light-brand-hover-color};\n  --#{$prefix}navbar-nav-link-padding-x: #{$navbar-nav-link-padding-x};\n  --#{$prefix}navbar-toggler-padding-y: #{$navbar-toggler-padding-y};\n  --#{$prefix}navbar-toggler-padding-x: #{$navbar-toggler-padding-x};\n  --#{$prefix}navbar-toggler-font-size: #{$navbar-toggler-font-size};\n  --#{$prefix}navbar-toggler-icon-bg: #{escape-svg($navbar-light-toggler-icon-bg)};\n  --#{$prefix}navbar-toggler-border-color: #{$navbar-light-toggler-border-color};\n  --#{$prefix}navbar-toggler-border-radius: #{$navbar-toggler-border-radius};\n  --#{$prefix}navbar-toggler-focus-width: #{$navbar-toggler-focus-width};\n  --#{$prefix}navbar-toggler-transition: #{$navbar-toggler-transition};\n  // scss-docs-end navbar-css-vars\n\n  position: relative;\n  display: flex;\n  flex-wrap: wrap; // allow us to do the line break for collapsing content\n  align-items: center;\n  justify-content: space-between; // space out brand from logo\n  padding: var(--#{$prefix}navbar-padding-y) var(--#{$prefix}navbar-padding-x);\n  @include gradient-bg();\n\n  // Because flex properties aren't inherited, we need to redeclare these first\n  // few properties so that content nested within behave properly.\n  // The `flex-wrap` property is inherited to simplify the expanded navbars\n  %container-flex-properties {\n    display: flex;\n    flex-wrap: inherit;\n    align-items: center;\n    justify-content: space-between;\n  }\n\n  > .container,\n  > .container-fluid {\n    @extend %container-flex-properties;\n  }\n\n  @each $breakpoint, $container-max-width in $container-max-widths {\n    > .container#{breakpoint-infix($breakpoint, $container-max-widths)} {\n      @extend %container-flex-properties;\n    }\n  }\n}\n\n\n// Navbar brand\n//\n// Used for brand, project, or site names.\n\n.navbar-brand {\n  padding-top: var(--#{$prefix}navbar-brand-padding-y);\n  padding-bottom: var(--#{$prefix}navbar-brand-padding-y);\n  margin-right: var(--#{$prefix}navbar-brand-margin-end);\n  @include font-size(var(--#{$prefix}navbar-brand-font-size));\n  color: var(--#{$prefix}navbar-brand-color);\n  text-decoration: if($link-decoration == none, null, none);\n  white-space: nowrap;\n\n  &:hover,\n  &:focus {\n    color: var(--#{$prefix}navbar-brand-hover-color);\n    text-decoration: if($link-hover-decoration == underline, none, null);\n  }\n}\n\n\n// Navbar nav\n//\n// Custom navbar navigation (doesn't require `.nav`, but does make use of `.nav-link`).\n\n.navbar-nav {\n  // scss-docs-start navbar-nav-css-vars\n  --#{$prefix}nav-link-padding-x: 0;\n  --#{$prefix}nav-link-padding-y: #{$nav-link-padding-y};\n  @include rfs($nav-link-font-size, --#{$prefix}nav-link-font-size);\n  --#{$prefix}nav-link-font-weight: #{$nav-link-font-weight};\n  --#{$prefix}nav-link-color: var(--#{$prefix}navbar-color);\n  --#{$prefix}nav-link-hover-color: var(--#{$prefix}navbar-hover-color);\n  --#{$prefix}nav-link-disabled-color: var(--#{$prefix}navbar-disabled-color);\n  // scss-docs-end navbar-nav-css-vars\n\n  display: flex;\n  flex-direction: column; // cannot use `inherit` to get the `.navbar`s value\n  padding-left: 0;\n  margin-bottom: 0;\n  list-style: none;\n\n  .nav-link {\n    &.active,\n    &.show {\n      color: var(--#{$prefix}navbar-active-color);\n    }\n  }\n\n  .dropdown-menu {\n    position: static;\n  }\n}\n\n\n// Navbar text\n//\n//\n\n.navbar-text {\n  padding-top: $nav-link-padding-y;\n  padding-bottom: $nav-link-padding-y;\n  color: var(--#{$prefix}navbar-color);\n\n  a,\n  a:hover,\n  a:focus  {\n    color: var(--#{$prefix}navbar-active-color);\n  }\n}\n\n\n// Responsive navbar\n//\n// Custom styles for responsive collapsing and toggling of navbar contents.\n// Powered by the collapse Bootstrap JavaScript plugin.\n\n// When collapsed, prevent the toggleable navbar contents from appearing in\n// the default flexbox row orientation. Requires the use of `flex-wrap: wrap`\n// on the `.navbar` parent.\n.navbar-collapse {\n  flex-basis: 100%;\n  flex-grow: 1;\n  // For always expanded or extra full navbars, ensure content aligns itself\n  // properly vertically. Can be easily overridden with flex utilities.\n  align-items: center;\n}\n\n// Button for toggling the navbar when in its collapsed state\n.navbar-toggler {\n  padding: var(--#{$prefix}navbar-toggler-padding-y) var(--#{$prefix}navbar-toggler-padding-x);\n  @include font-size(var(--#{$prefix}navbar-toggler-font-size));\n  line-height: 1;\n  color: var(--#{$prefix}navbar-color);\n  background-color: transparent; // remove default button style\n  border: var(--#{$prefix}border-width) solid var(--#{$prefix}navbar-toggler-border-color); // remove default button style\n  @include border-radius(var(--#{$prefix}navbar-toggler-border-radius));\n  @include transition(var(--#{$prefix}navbar-toggler-transition));\n\n  &:hover {\n    text-decoration: none;\n  }\n\n  &:focus {\n    text-decoration: none;\n    outline: 0;\n    box-shadow: 0 0 0 var(--#{$prefix}navbar-toggler-focus-width);\n  }\n}\n\n// Keep as a separate element so folks can easily override it with another icon\n// or image file as needed.\n.navbar-toggler-icon {\n  display: inline-block;\n  width: 1.5em;\n  height: 1.5em;\n  vertical-align: middle;\n  background-image: var(--#{$prefix}navbar-toggler-icon-bg);\n  background-repeat: no-repeat;\n  background-position: center;\n  background-size: 100%;\n}\n\n.navbar-nav-scroll {\n  max-height: var(--#{$prefix}scroll-height, 75vh);\n  overflow-y: auto;\n}\n\n// scss-docs-start navbar-expand-loop\n// Generate series of `.navbar-expand-*` responsive classes for configuring\n// where your navbar collapses.\n.navbar-expand {\n  @each $breakpoint in map-keys($grid-breakpoints) {\n    $next: breakpoint-next($breakpoint, $grid-breakpoints);\n    $infix: breakpoint-infix($next, $grid-breakpoints);\n\n    // stylelint-disable-next-line scss/selector-no-union-class-name\n    &#{$infix} {\n      @include media-breakpoint-up($next) {\n        flex-wrap: nowrap;\n        justify-content: flex-start;\n\n        .navbar-nav {\n          flex-direction: row;\n\n          .dropdown-menu {\n            position: absolute;\n          }\n\n          .nav-link {\n            padding-right: var(--#{$prefix}navbar-nav-link-padding-x);\n            padding-left: var(--#{$prefix}navbar-nav-link-padding-x);\n          }\n        }\n\n        .navbar-nav-scroll {\n          overflow: visible;\n        }\n\n        .navbar-collapse {\n          display: flex !important; // stylelint-disable-line declaration-no-important\n          flex-basis: auto;\n        }\n\n        .navbar-toggler {\n          display: none;\n        }\n\n        .offcanvas {\n          // stylelint-disable declaration-no-important\n          position: static;\n          z-index: auto;\n          flex-grow: 1;\n          width: auto !important;\n          height: auto !important;\n          visibility: visible !important;\n          background-color: transparent !important;\n          border: 0 !important;\n          transform: none !important;\n          @include box-shadow(none);\n          @include transition(none);\n          // stylelint-enable declaration-no-important\n\n          .offcanvas-header {\n            display: none;\n          }\n\n          .offcanvas-body {\n            display: flex;\n            flex-grow: 0;\n            padding: 0;\n            overflow-y: visible;\n          }\n        }\n      }\n    }\n  }\n}\n// scss-docs-end navbar-expand-loop\n\n// Navbar themes\n//\n// Styles for switching between navbars with light or dark background.\n\n.navbar-light {\n  @include deprecate(\"`.navbar-light`\", \"v5.2.0\", \"v6.0.0\", true);\n}\n\n.navbar-dark,\n.navbar[data-bs-theme=\"dark\"] {\n  // scss-docs-start navbar-dark-css-vars\n  --#{$prefix}navbar-color: #{$navbar-dark-color};\n  --#{$prefix}navbar-hover-color: #{$navbar-dark-hover-color};\n  --#{$prefix}navbar-disabled-color: #{$navbar-dark-disabled-color};\n  --#{$prefix}navbar-active-color: #{$navbar-dark-active-color};\n  --#{$prefix}navbar-brand-color: #{$navbar-dark-brand-color};\n  --#{$prefix}navbar-brand-hover-color: #{$navbar-dark-brand-hover-color};\n  --#{$prefix}navbar-toggler-border-color: #{$navbar-dark-toggler-border-color};\n  --#{$prefix}navbar-toggler-icon-bg: #{escape-svg($navbar-dark-toggler-icon-bg)};\n  // scss-docs-end navbar-dark-css-vars\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    .navbar-toggler-icon {\n      --#{$prefix}navbar-toggler-icon-bg: #{escape-svg($navbar-dark-toggler-icon-bg)};\n    }\n  }\n}\n","//\n// Base styles\n//\n\n.card {\n  // scss-docs-start card-css-vars\n  --#{$prefix}card-spacer-y: #{$card-spacer-y};\n  --#{$prefix}card-spacer-x: #{$card-spacer-x};\n  --#{$prefix}card-title-spacer-y: #{$card-title-spacer-y};\n  --#{$prefix}card-title-color: #{$card-title-color};\n  --#{$prefix}card-subtitle-color: #{$card-subtitle-color};\n  --#{$prefix}card-border-width: #{$card-border-width};\n  --#{$prefix}card-border-color: #{$card-border-color};\n  --#{$prefix}card-border-radius: #{$card-border-radius};\n  --#{$prefix}card-box-shadow: #{$card-box-shadow};\n  --#{$prefix}card-inner-border-radius: #{$card-inner-border-radius};\n  --#{$prefix}card-cap-padding-y: #{$card-cap-padding-y};\n  --#{$prefix}card-cap-padding-x: #{$card-cap-padding-x};\n  --#{$prefix}card-cap-bg: #{$card-cap-bg};\n  --#{$prefix}card-cap-color: #{$card-cap-color};\n  --#{$prefix}card-height: #{$card-height};\n  --#{$prefix}card-color: #{$card-color};\n  --#{$prefix}card-bg: #{$card-bg};\n  --#{$prefix}card-img-overlay-padding: #{$card-img-overlay-padding};\n  --#{$prefix}card-group-margin: #{$card-group-margin};\n  // scss-docs-end card-css-vars\n\n  position: relative;\n  display: flex;\n  flex-direction: column;\n  min-width: 0; // See https://github.com/twbs/bootstrap/pull/22740#issuecomment-305868106\n  height: var(--#{$prefix}card-height);\n  color: var(--#{$prefix}body-color);\n  word-wrap: break-word;\n  background-color: var(--#{$prefix}card-bg);\n  background-clip: border-box;\n  border: var(--#{$prefix}card-border-width) solid var(--#{$prefix}card-border-color);\n  @include border-radius(var(--#{$prefix}card-border-radius));\n  @include box-shadow(var(--#{$prefix}card-box-shadow));\n\n  > hr {\n    margin-right: 0;\n    margin-left: 0;\n  }\n\n  > .list-group {\n    border-top: inherit;\n    border-bottom: inherit;\n\n    &:first-child {\n      border-top-width: 0;\n      @include border-top-radius(var(--#{$prefix}card-inner-border-radius));\n    }\n\n    &:last-child  {\n      border-bottom-width: 0;\n      @include border-bottom-radius(var(--#{$prefix}card-inner-border-radius));\n    }\n  }\n\n  // Due to specificity of the above selector (`.card > .list-group`), we must\n  // use a child selector here to prevent double borders.\n  > .card-header + .list-group,\n  > .list-group + .card-footer {\n    border-top: 0;\n  }\n}\n\n.card-body {\n  // Enable `flex-grow: 1` for decks and groups so that card blocks take up\n  // as much space as possible, ensuring footers are aligned to the bottom.\n  flex: 1 1 auto;\n  padding: var(--#{$prefix}card-spacer-y) var(--#{$prefix}card-spacer-x);\n  color: var(--#{$prefix}card-color);\n}\n\n.card-title {\n  margin-bottom: var(--#{$prefix}card-title-spacer-y);\n  color: var(--#{$prefix}card-title-color);\n}\n\n.card-subtitle {\n  margin-top: calc(-.5 * var(--#{$prefix}card-title-spacer-y)); // stylelint-disable-line function-disallowed-list\n  margin-bottom: 0;\n  color: var(--#{$prefix}card-subtitle-color);\n}\n\n.card-text:last-child {\n  margin-bottom: 0;\n}\n\n.card-link {\n  &:hover {\n    text-decoration: if($link-hover-decoration == underline, none, null);\n  }\n\n  + .card-link {\n    margin-left: var(--#{$prefix}card-spacer-x);\n  }\n}\n\n//\n// Optional textual caps\n//\n\n.card-header {\n  padding: var(--#{$prefix}card-cap-padding-y) var(--#{$prefix}card-cap-padding-x);\n  margin-bottom: 0; // Removes the default margin-bottom of <hN>\n  color: var(--#{$prefix}card-cap-color);\n  background-color: var(--#{$prefix}card-cap-bg);\n  border-bottom: var(--#{$prefix}card-border-width) solid var(--#{$prefix}card-border-color);\n\n  &:first-child {\n    @include border-radius(var(--#{$prefix}card-inner-border-radius) var(--#{$prefix}card-inner-border-radius) 0 0);\n  }\n}\n\n.card-footer {\n  padding: var(--#{$prefix}card-cap-padding-y) var(--#{$prefix}card-cap-padding-x);\n  color: var(--#{$prefix}card-cap-color);\n  background-color: var(--#{$prefix}card-cap-bg);\n  border-top: var(--#{$prefix}card-border-width) solid var(--#{$prefix}card-border-color);\n\n  &:last-child {\n    @include border-radius(0 0 var(--#{$prefix}card-inner-border-radius) var(--#{$prefix}card-inner-border-radius));\n  }\n}\n\n\n//\n// Header navs\n//\n\n.card-header-tabs {\n  margin-right: calc(-.5 * var(--#{$prefix}card-cap-padding-x)); // stylelint-disable-line function-disallowed-list\n  margin-bottom: calc(-1 * var(--#{$prefix}card-cap-padding-y)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}card-cap-padding-x)); // stylelint-disable-line function-disallowed-list\n  border-bottom: 0;\n\n  .nav-link.active {\n    background-color: var(--#{$prefix}card-bg);\n    border-bottom-color: var(--#{$prefix}card-bg);\n  }\n}\n\n.card-header-pills {\n  margin-right: calc(-.5 * var(--#{$prefix}card-cap-padding-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}card-cap-padding-x)); // stylelint-disable-line function-disallowed-list\n}\n\n// Card image\n.card-img-overlay {\n  position: absolute;\n  top: 0;\n  right: 0;\n  bottom: 0;\n  left: 0;\n  padding: var(--#{$prefix}card-img-overlay-padding);\n  @include border-radius(var(--#{$prefix}card-inner-border-radius));\n}\n\n.card-img,\n.card-img-top,\n.card-img-bottom {\n  width: 100%; // Required because we use flexbox and this inherently applies align-self: stretch\n}\n\n.card-img,\n.card-img-top {\n  @include border-top-radius(var(--#{$prefix}card-inner-border-radius));\n}\n\n.card-img,\n.card-img-bottom {\n  @include border-bottom-radius(var(--#{$prefix}card-inner-border-radius));\n}\n\n\n//\n// Card groups\n//\n\n.card-group {\n  // The child selector allows nested `.card` within `.card-group`\n  // to display properly.\n  > .card {\n    margin-bottom: var(--#{$prefix}card-group-margin);\n  }\n\n  @include media-breakpoint-up(sm) {\n    display: flex;\n    flex-flow: row wrap;\n    // The child selector allows nested `.card` within `.card-group`\n    // to display properly.\n    > .card {\n      // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      flex: 1 0 0%;\n      margin-bottom: 0;\n\n      + .card {\n        margin-left: 0;\n        border-left: 0;\n      }\n\n      // Handle rounded corners\n      @if $enable-rounded {\n        &:not(:last-child) {\n          @include border-end-radius(0);\n\n          .card-img-top,\n          .card-header {\n            // stylelint-disable-next-line property-disallowed-list\n            border-top-right-radius: 0;\n          }\n          .card-img-bottom,\n          .card-footer {\n            // stylelint-disable-next-line property-disallowed-list\n            border-bottom-right-radius: 0;\n          }\n        }\n\n        &:not(:first-child) {\n          @include border-start-radius(0);\n\n          .card-img-top,\n          .card-header {\n            // stylelint-disable-next-line property-disallowed-list\n            border-top-left-radius: 0;\n          }\n          .card-img-bottom,\n          .card-footer {\n            // stylelint-disable-next-line property-disallowed-list\n            border-bottom-left-radius: 0;\n          }\n        }\n      }\n    }\n  }\n}\n","//\n// Base styles\n//\n\n.accordion {\n  // scss-docs-start accordion-css-vars\n  --#{$prefix}accordion-color: #{$accordion-color};\n  --#{$prefix}accordion-bg: #{$accordion-bg};\n  --#{$prefix}accordion-transition: #{$accordion-transition};\n  --#{$prefix}accordion-border-color: #{$accordion-border-color};\n  --#{$prefix}accordion-border-width: #{$accordion-border-width};\n  --#{$prefix}accordion-border-radius: #{$accordion-border-radius};\n  --#{$prefix}accordion-inner-border-radius: #{$accordion-inner-border-radius};\n  --#{$prefix}accordion-btn-padding-x: #{$accordion-button-padding-x};\n  --#{$prefix}accordion-btn-padding-y: #{$accordion-button-padding-y};\n  --#{$prefix}accordion-btn-color: #{$accordion-button-color};\n  --#{$prefix}accordion-btn-bg: #{$accordion-button-bg};\n  --#{$prefix}accordion-btn-icon: #{escape-svg($accordion-button-icon)};\n  --#{$prefix}accordion-btn-icon-width: #{$accordion-icon-width};\n  --#{$prefix}accordion-btn-icon-transform: #{$accordion-icon-transform};\n  --#{$prefix}accordion-btn-icon-transition: #{$accordion-icon-transition};\n  --#{$prefix}accordion-btn-active-icon: #{escape-svg($accordion-button-active-icon)};\n  --#{$prefix}accordion-btn-focus-box-shadow: #{$accordion-button-focus-box-shadow};\n  --#{$prefix}accordion-body-padding-x: #{$accordion-body-padding-x};\n  --#{$prefix}accordion-body-padding-y: #{$accordion-body-padding-y};\n  --#{$prefix}accordion-active-color: #{$accordion-button-active-color};\n  --#{$prefix}accordion-active-bg: #{$accordion-button-active-bg};\n  // scss-docs-end accordion-css-vars\n}\n\n.accordion-button {\n  position: relative;\n  display: flex;\n  align-items: center;\n  width: 100%;\n  padding: var(--#{$prefix}accordion-btn-padding-y) var(--#{$prefix}accordion-btn-padding-x);\n  @include font-size($font-size-base);\n  color: var(--#{$prefix}accordion-btn-color);\n  text-align: left; // Reset button style\n  background-color: var(--#{$prefix}accordion-btn-bg);\n  border: 0;\n  @include border-radius(0);\n  overflow-anchor: none;\n  @include transition(var(--#{$prefix}accordion-transition));\n\n  &:not(.collapsed) {\n    color: var(--#{$prefix}accordion-active-color);\n    background-color: var(--#{$prefix}accordion-active-bg);\n    box-shadow: inset 0 calc(-1 * var(--#{$prefix}accordion-border-width)) 0 var(--#{$prefix}accordion-border-color); // stylelint-disable-line function-disallowed-list\n\n    &::after {\n      background-image: var(--#{$prefix}accordion-btn-active-icon);\n      transform: var(--#{$prefix}accordion-btn-icon-transform);\n    }\n  }\n\n  // Accordion icon\n  &::after {\n    flex-shrink: 0;\n    width: var(--#{$prefix}accordion-btn-icon-width);\n    height: var(--#{$prefix}accordion-btn-icon-width);\n    margin-left: auto;\n    content: \"\";\n    background-image: var(--#{$prefix}accordion-btn-icon);\n    background-repeat: no-repeat;\n    background-size: var(--#{$prefix}accordion-btn-icon-width);\n    @include transition(var(--#{$prefix}accordion-btn-icon-transition));\n  }\n\n  &:hover {\n    z-index: 2;\n  }\n\n  &:focus {\n    z-index: 3;\n    outline: 0;\n    box-shadow: var(--#{$prefix}accordion-btn-focus-box-shadow);\n  }\n}\n\n.accordion-header {\n  margin-bottom: 0;\n}\n\n.accordion-item {\n  color: var(--#{$prefix}accordion-color);\n  background-color: var(--#{$prefix}accordion-bg);\n  border: var(--#{$prefix}accordion-border-width) solid var(--#{$prefix}accordion-border-color);\n\n  &:first-of-type {\n    @include border-top-radius(var(--#{$prefix}accordion-border-radius));\n\n    > .accordion-header .accordion-button {\n      @include border-top-radius(var(--#{$prefix}accordion-inner-border-radius));\n    }\n  }\n\n  &:not(:first-of-type) {\n    border-top: 0;\n  }\n\n  // Only set a border-radius on the last item if the accordion is collapsed\n  &:last-of-type {\n    @include border-bottom-radius(var(--#{$prefix}accordion-border-radius));\n\n    > .accordion-header .accordion-button {\n      &.collapsed {\n        @include border-bottom-radius(var(--#{$prefix}accordion-inner-border-radius));\n      }\n    }\n\n    > .accordion-collapse {\n      @include border-bottom-radius(var(--#{$prefix}accordion-border-radius));\n    }\n  }\n}\n\n.accordion-body {\n  padding: var(--#{$prefix}accordion-body-padding-y) var(--#{$prefix}accordion-body-padding-x);\n}\n\n\n// Flush accordion items\n//\n// Remove borders and border-radius to keep accordion items edge-to-edge.\n\n.accordion-flush {\n  > .accordion-item {\n    border-right: 0;\n    border-left: 0;\n    @include border-radius(0);\n\n    &:first-child { border-top: 0; }\n    &:last-child { border-bottom: 0; }\n\n    // stylelint-disable selector-max-class\n    > .accordion-header .accordion-button {\n      &,\n      &.collapsed {\n        @include border-radius(0);\n      }\n    }\n    // stylelint-enable selector-max-class\n\n    > .accordion-collapse {\n      @include border-radius(0);\n    }\n  }\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    .accordion-button::after {\n      --#{$prefix}accordion-btn-icon: #{escape-svg($accordion-button-icon-dark)};\n      --#{$prefix}accordion-btn-active-icon: #{escape-svg($accordion-button-active-icon-dark)};\n    }\n  }\n}\n",".breadcrumb {\n  // scss-docs-start breadcrumb-css-vars\n  --#{$prefix}breadcrumb-padding-x: #{$breadcrumb-padding-x};\n  --#{$prefix}breadcrumb-padding-y: #{$breadcrumb-padding-y};\n  --#{$prefix}breadcrumb-margin-bottom: #{$breadcrumb-margin-bottom};\n  @include rfs($breadcrumb-font-size, --#{$prefix}breadcrumb-font-size);\n  --#{$prefix}breadcrumb-bg: #{$breadcrumb-bg};\n  --#{$prefix}breadcrumb-border-radius: #{$breadcrumb-border-radius};\n  --#{$prefix}breadcrumb-divider-color: #{$breadcrumb-divider-color};\n  --#{$prefix}breadcrumb-item-padding-x: #{$breadcrumb-item-padding-x};\n  --#{$prefix}breadcrumb-item-active-color: #{$breadcrumb-active-color};\n  // scss-docs-end breadcrumb-css-vars\n\n  display: flex;\n  flex-wrap: wrap;\n  padding: var(--#{$prefix}breadcrumb-padding-y) var(--#{$prefix}breadcrumb-padding-x);\n  margin-bottom: var(--#{$prefix}breadcrumb-margin-bottom);\n  @include font-size(var(--#{$prefix}breadcrumb-font-size));\n  list-style: none;\n  background-color: var(--#{$prefix}breadcrumb-bg);\n  @include border-radius(var(--#{$prefix}breadcrumb-border-radius));\n}\n\n.breadcrumb-item {\n  // The separator between breadcrumbs (by default, a forward-slash: \"/\")\n  + .breadcrumb-item {\n    padding-left: var(--#{$prefix}breadcrumb-item-padding-x);\n\n    &::before {\n      float: left; // Suppress inline spacings and underlining of the separator\n      padding-right: var(--#{$prefix}breadcrumb-item-padding-x);\n      color: var(--#{$prefix}breadcrumb-divider-color);\n      content: var(--#{$prefix}breadcrumb-divider, escape-svg($breadcrumb-divider)) #{\"/* rtl:\"} var(--#{$prefix}breadcrumb-divider, escape-svg($breadcrumb-divider-flipped)) #{\"*/\"};\n    }\n  }\n\n  &.active {\n    color: var(--#{$prefix}breadcrumb-item-active-color);\n  }\n}\n",".pagination {\n  // scss-docs-start pagination-css-vars\n  --#{$prefix}pagination-padding-x: #{$pagination-padding-x};\n  --#{$prefix}pagination-padding-y: #{$pagination-padding-y};\n  @include rfs($pagination-font-size, --#{$prefix}pagination-font-size);\n  --#{$prefix}pagination-color: #{$pagination-color};\n  --#{$prefix}pagination-bg: #{$pagination-bg};\n  --#{$prefix}pagination-border-width: #{$pagination-border-width};\n  --#{$prefix}pagination-border-color: #{$pagination-border-color};\n  --#{$prefix}pagination-border-radius: #{$pagination-border-radius};\n  --#{$prefix}pagination-hover-color: #{$pagination-hover-color};\n  --#{$prefix}pagination-hover-bg: #{$pagination-hover-bg};\n  --#{$prefix}pagination-hover-border-color: #{$pagination-hover-border-color};\n  --#{$prefix}pagination-focus-color: #{$pagination-focus-color};\n  --#{$prefix}pagination-focus-bg: #{$pagination-focus-bg};\n  --#{$prefix}pagination-focus-box-shadow: #{$pagination-focus-box-shadow};\n  --#{$prefix}pagination-active-color: #{$pagination-active-color};\n  --#{$prefix}pagination-active-bg: #{$pagination-active-bg};\n  --#{$prefix}pagination-active-border-color: #{$pagination-active-border-color};\n  --#{$prefix}pagination-disabled-color: #{$pagination-disabled-color};\n  --#{$prefix}pagination-disabled-bg: #{$pagination-disabled-bg};\n  --#{$prefix}pagination-disabled-border-color: #{$pagination-disabled-border-color};\n  // scss-docs-end pagination-css-vars\n\n  display: flex;\n  @include list-unstyled();\n}\n\n.page-link {\n  position: relative;\n  display: block;\n  padding: var(--#{$prefix}pagination-padding-y) var(--#{$prefix}pagination-padding-x);\n  @include font-size(var(--#{$prefix}pagination-font-size));\n  color: var(--#{$prefix}pagination-color);\n  text-decoration: if($link-decoration == none, null, none);\n  background-color: var(--#{$prefix}pagination-bg);\n  border: var(--#{$prefix}pagination-border-width) solid var(--#{$prefix}pagination-border-color);\n  @include transition($pagination-transition);\n\n  &:hover {\n    z-index: 2;\n    color: var(--#{$prefix}pagination-hover-color);\n    text-decoration: if($link-hover-decoration == underline, none, null);\n    background-color: var(--#{$prefix}pagination-hover-bg);\n    border-color: var(--#{$prefix}pagination-hover-border-color);\n  }\n\n  &:focus {\n    z-index: 3;\n    color: var(--#{$prefix}pagination-focus-color);\n    background-color: var(--#{$prefix}pagination-focus-bg);\n    outline: $pagination-focus-outline;\n    box-shadow: var(--#{$prefix}pagination-focus-box-shadow);\n  }\n\n  &.active,\n  .active > & {\n    z-index: 3;\n    color: var(--#{$prefix}pagination-active-color);\n    @include gradient-bg(var(--#{$prefix}pagination-active-bg));\n    border-color: var(--#{$prefix}pagination-active-border-color);\n  }\n\n  &.disabled,\n  .disabled > & {\n    color: var(--#{$prefix}pagination-disabled-color);\n    pointer-events: none;\n    background-color: var(--#{$prefix}pagination-disabled-bg);\n    border-color: var(--#{$prefix}pagination-disabled-border-color);\n  }\n}\n\n.page-item {\n  &:not(:first-child) .page-link {\n    margin-left: $pagination-margin-start;\n  }\n\n  @if $pagination-margin-start == calc(#{$pagination-border-width} * -1) {\n    &:first-child {\n      .page-link {\n        @include border-start-radius(var(--#{$prefix}pagination-border-radius));\n      }\n    }\n\n    &:last-child {\n      .page-link {\n        @include border-end-radius(var(--#{$prefix}pagination-border-radius));\n      }\n    }\n  } @else {\n    // Add border-radius to all pageLinks in case they have left margin\n    .page-link {\n      @include border-radius(var(--#{$prefix}pagination-border-radius));\n    }\n  }\n}\n\n\n//\n// Sizing\n//\n\n.pagination-lg {\n  @include pagination-size($pagination-padding-y-lg, $pagination-padding-x-lg, $font-size-lg, $pagination-border-radius-lg);\n}\n\n.pagination-sm {\n  @include pagination-size($pagination-padding-y-sm, $pagination-padding-x-sm, $font-size-sm, $pagination-border-radius-sm);\n}\n","// Pagination\n\n// scss-docs-start pagination-mixin\n@mixin pagination-size($padding-y, $padding-x, $font-size, $border-radius) {\n  --#{$prefix}pagination-padding-x: #{$padding-x};\n  --#{$prefix}pagination-padding-y: #{$padding-y};\n  @include rfs($font-size, --#{$prefix}pagination-font-size);\n  --#{$prefix}pagination-border-radius: #{$border-radius};\n}\n// scss-docs-end pagination-mixin\n","// Base class\n//\n// Requires one of the contextual, color modifier classes for `color` and\n// `background-color`.\n\n.badge {\n  // scss-docs-start badge-css-vars\n  --#{$prefix}badge-padding-x: #{$badge-padding-x};\n  --#{$prefix}badge-padding-y: #{$badge-padding-y};\n  @include rfs($badge-font-size, --#{$prefix}badge-font-size);\n  --#{$prefix}badge-font-weight: #{$badge-font-weight};\n  --#{$prefix}badge-color: #{$badge-color};\n  --#{$prefix}badge-border-radius: #{$badge-border-radius};\n  // scss-docs-end badge-css-vars\n\n  display: inline-block;\n  padding: var(--#{$prefix}badge-padding-y) var(--#{$prefix}badge-padding-x);\n  @include font-size(var(--#{$prefix}badge-font-size));\n  font-weight: var(--#{$prefix}badge-font-weight);\n  line-height: 1;\n  color: var(--#{$prefix}badge-color);\n  text-align: center;\n  white-space: nowrap;\n  vertical-align: baseline;\n  @include border-radius(var(--#{$prefix}badge-border-radius));\n  @include gradient-bg();\n\n  // Empty badges collapse automatically\n  &:empty {\n    display: none;\n  }\n}\n\n// Quick fix for badges in buttons\n.btn .badge {\n  position: relative;\n  top: -1px;\n}\n","//\n// Base styles\n//\n\n.alert {\n  // scss-docs-start alert-css-vars\n  --#{$prefix}alert-bg: transparent;\n  --#{$prefix}alert-padding-x: #{$alert-padding-x};\n  --#{$prefix}alert-padding-y: #{$alert-padding-y};\n  --#{$prefix}alert-margin-bottom: #{$alert-margin-bottom};\n  --#{$prefix}alert-color: inherit;\n  --#{$prefix}alert-border-color: transparent;\n  --#{$prefix}alert-border: #{$alert-border-width} solid var(--#{$prefix}alert-border-color);\n  --#{$prefix}alert-border-radius: #{$alert-border-radius};\n  --#{$prefix}alert-link-color: inherit;\n  // scss-docs-end alert-css-vars\n\n  position: relative;\n  padding: var(--#{$prefix}alert-padding-y) var(--#{$prefix}alert-padding-x);\n  margin-bottom: var(--#{$prefix}alert-margin-bottom);\n  color: var(--#{$prefix}alert-color);\n  background-color: var(--#{$prefix}alert-bg);\n  border: var(--#{$prefix}alert-border);\n  @include border-radius(var(--#{$prefix}alert-border-radius));\n}\n\n// Headings for larger alerts\n.alert-heading {\n  // Specified to prevent conflicts of changing $headings-color\n  color: inherit;\n}\n\n// Provide class for links that match alerts\n.alert-link {\n  font-weight: $alert-link-font-weight;\n  color: var(--#{$prefix}alert-link-color);\n}\n\n\n// Dismissible alerts\n//\n// Expand the right padding and account for the close button's positioning.\n\n.alert-dismissible {\n  padding-right: $alert-dismissible-padding-r;\n\n  // Adjust close link position\n  .btn-close {\n    position: absolute;\n    top: 0;\n    right: 0;\n    z-index: $stretched-link-z-index + 1;\n    padding: $alert-padding-y * 1.25 $alert-padding-x;\n  }\n}\n\n\n// scss-docs-start alert-modifiers\n// Generate contextual modifier classes for colorizing the alert\n@each $state in map-keys($theme-colors) {\n  .alert-#{$state} {\n    --#{$prefix}alert-color: var(--#{$prefix}#{$state}-text-emphasis);\n    --#{$prefix}alert-bg: var(--#{$prefix}#{$state}-bg-subtle);\n    --#{$prefix}alert-border-color: var(--#{$prefix}#{$state}-border-subtle);\n    --#{$prefix}alert-link-color: var(--#{$prefix}#{$state}-text-emphasis);\n  }\n}\n// scss-docs-end alert-modifiers\n","// Disable animation if transitions are disabled\n\n// scss-docs-start progress-keyframes\n@if $enable-transitions {\n  @keyframes progress-bar-stripes {\n    0% { background-position-x: $progress-height; }\n  }\n}\n// scss-docs-end progress-keyframes\n\n.progress,\n.progress-stacked {\n  // scss-docs-start progress-css-vars\n  --#{$prefix}progress-height: #{$progress-height};\n  @include rfs($progress-font-size, --#{$prefix}progress-font-size);\n  --#{$prefix}progress-bg: #{$progress-bg};\n  --#{$prefix}progress-border-radius: #{$progress-border-radius};\n  --#{$prefix}progress-box-shadow: #{$progress-box-shadow};\n  --#{$prefix}progress-bar-color: #{$progress-bar-color};\n  --#{$prefix}progress-bar-bg: #{$progress-bar-bg};\n  --#{$prefix}progress-bar-transition: #{$progress-bar-transition};\n  // scss-docs-end progress-css-vars\n\n  display: flex;\n  height: var(--#{$prefix}progress-height);\n  overflow: hidden; // force rounded corners by cropping it\n  @include font-size(var(--#{$prefix}progress-font-size));\n  background-color: var(--#{$prefix}progress-bg);\n  @include border-radius(var(--#{$prefix}progress-border-radius));\n  @include box-shadow(var(--#{$prefix}progress-box-shadow));\n}\n\n.progress-bar {\n  display: flex;\n  flex-direction: column;\n  justify-content: center;\n  overflow: hidden;\n  color: var(--#{$prefix}progress-bar-color);\n  text-align: center;\n  white-space: nowrap;\n  background-color: var(--#{$prefix}progress-bar-bg);\n  @include transition(var(--#{$prefix}progress-bar-transition));\n}\n\n.progress-bar-striped {\n  @include gradient-striped();\n  background-size: var(--#{$prefix}progress-height) var(--#{$prefix}progress-height);\n}\n\n.progress-stacked > .progress {\n  overflow: visible;\n}\n\n.progress-stacked > .progress > .progress-bar {\n  width: 100%;\n}\n\n@if $enable-transitions {\n  .progress-bar-animated {\n    animation: $progress-bar-animation-timing progress-bar-stripes;\n\n    @if $enable-reduced-motion {\n      @media (prefers-reduced-motion: reduce) {\n        animation: none;\n      }\n    }\n  }\n}\n","// Base class\n//\n// Easily usable on <ul>, <ol>, or <div>.\n\n.list-group {\n  // scss-docs-start list-group-css-vars\n  --#{$prefix}list-group-color: #{$list-group-color};\n  --#{$prefix}list-group-bg: #{$list-group-bg};\n  --#{$prefix}list-group-border-color: #{$list-group-border-color};\n  --#{$prefix}list-group-border-width: #{$list-group-border-width};\n  --#{$prefix}list-group-border-radius: #{$list-group-border-radius};\n  --#{$prefix}list-group-item-padding-x: #{$list-group-item-padding-x};\n  --#{$prefix}list-group-item-padding-y: #{$list-group-item-padding-y};\n  --#{$prefix}list-group-action-color: #{$list-group-action-color};\n  --#{$prefix}list-group-action-hover-color: #{$list-group-action-hover-color};\n  --#{$prefix}list-group-action-hover-bg: #{$list-group-hover-bg};\n  --#{$prefix}list-group-action-active-color: #{$list-group-action-active-color};\n  --#{$prefix}list-group-action-active-bg: #{$list-group-action-active-bg};\n  --#{$prefix}list-group-disabled-color: #{$list-group-disabled-color};\n  --#{$prefix}list-group-disabled-bg: #{$list-group-disabled-bg};\n  --#{$prefix}list-group-active-color: #{$list-group-active-color};\n  --#{$prefix}list-group-active-bg: #{$list-group-active-bg};\n  --#{$prefix}list-group-active-border-color: #{$list-group-active-border-color};\n  // scss-docs-end list-group-css-vars\n\n  display: flex;\n  flex-direction: column;\n\n  // No need to set list-style: none; since .list-group-item is block level\n  padding-left: 0; // reset padding because ul and ol\n  margin-bottom: 0;\n  @include border-radius(var(--#{$prefix}list-group-border-radius));\n}\n\n.list-group-numbered {\n  list-style-type: none;\n  counter-reset: section;\n\n  > .list-group-item::before {\n    // Increments only this instance of the section counter\n    content: counters(section, \".\") \". \";\n    counter-increment: section;\n  }\n}\n\n// Interactive list items\n//\n// Use anchor or button elements instead of `li`s or `div`s to create interactive\n// list items. Includes an extra `.active` modifier class for selected items.\n\n.list-group-item-action {\n  width: 100%; // For `<button>`s (anchors become 100% by default though)\n  color: var(--#{$prefix}list-group-action-color);\n  text-align: inherit; // For `<button>`s (anchors inherit)\n\n  // Hover state\n  &:hover,\n  &:focus {\n    z-index: 1; // Place hover/focus items above their siblings for proper border styling\n    color: var(--#{$prefix}list-group-action-hover-color);\n    text-decoration: none;\n    background-color: var(--#{$prefix}list-group-action-hover-bg);\n  }\n\n  &:active {\n    color: var(--#{$prefix}list-group-action-active-color);\n    background-color: var(--#{$prefix}list-group-action-active-bg);\n  }\n}\n\n// Individual list items\n//\n// Use on `li`s or `div`s within the `.list-group` parent.\n\n.list-group-item {\n  position: relative;\n  display: block;\n  padding: var(--#{$prefix}list-group-item-padding-y) var(--#{$prefix}list-group-item-padding-x);\n  color: var(--#{$prefix}list-group-color);\n  text-decoration: if($link-decoration == none, null, none);\n  background-color: var(--#{$prefix}list-group-bg);\n  border: var(--#{$prefix}list-group-border-width) solid var(--#{$prefix}list-group-border-color);\n\n  &:first-child {\n    @include border-top-radius(inherit);\n  }\n\n  &:last-child {\n    @include border-bottom-radius(inherit);\n  }\n\n  &.disabled,\n  &:disabled {\n    color: var(--#{$prefix}list-group-disabled-color);\n    pointer-events: none;\n    background-color: var(--#{$prefix}list-group-disabled-bg);\n  }\n\n  // Include both here for `<a>`s and `<button>`s\n  &.active {\n    z-index: 2; // Place active items above their siblings for proper border styling\n    color: var(--#{$prefix}list-group-active-color);\n    background-color: var(--#{$prefix}list-group-active-bg);\n    border-color: var(--#{$prefix}list-group-active-border-color);\n  }\n\n  // stylelint-disable-next-line scss/selector-no-redundant-nesting-selector\n  & + .list-group-item {\n    border-top-width: 0;\n\n    &.active {\n      margin-top: calc(-1 * var(--#{$prefix}list-group-border-width)); // stylelint-disable-line function-disallowed-list\n      border-top-width: var(--#{$prefix}list-group-border-width);\n    }\n  }\n}\n\n// Horizontal\n//\n// Change the layout of list group items from vertical (default) to horizontal.\n\n@each $breakpoint in map-keys($grid-breakpoints) {\n  @include media-breakpoint-up($breakpoint) {\n    $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n    .list-group-horizontal#{$infix} {\n      flex-direction: row;\n\n      > .list-group-item {\n        &:first-child:not(:last-child) {\n          @include border-bottom-start-radius(var(--#{$prefix}list-group-border-radius));\n          @include border-top-end-radius(0);\n        }\n\n        &:last-child:not(:first-child) {\n          @include border-top-end-radius(var(--#{$prefix}list-group-border-radius));\n          @include border-bottom-start-radius(0);\n        }\n\n        &.active {\n          margin-top: 0;\n        }\n\n        + .list-group-item {\n          border-top-width: var(--#{$prefix}list-group-border-width);\n          border-left-width: 0;\n\n          &.active {\n            margin-left: calc(-1 * var(--#{$prefix}list-group-border-width)); // stylelint-disable-line function-disallowed-list\n            border-left-width: var(--#{$prefix}list-group-border-width);\n          }\n        }\n      }\n    }\n  }\n}\n\n\n// Flush list items\n//\n// Remove borders and border-radius to keep list group items edge-to-edge. Most\n// useful within other components (e.g., cards).\n\n.list-group-flush {\n  @include border-radius(0);\n\n  > .list-group-item {\n    border-width: 0 0 var(--#{$prefix}list-group-border-width);\n\n    &:last-child {\n      border-bottom-width: 0;\n    }\n  }\n}\n\n\n// scss-docs-start list-group-modifiers\n// List group contextual variants\n//\n// Add modifier classes to change text and background color on individual items.\n// Organizationally, this must come after the `:hover` states.\n\n@each $state in map-keys($theme-colors) {\n  .list-group-item-#{$state} {\n    --#{$prefix}list-group-color: var(--#{$prefix}#{$state}-text-emphasis);\n    --#{$prefix}list-group-bg: var(--#{$prefix}#{$state}-bg-subtle);\n    --#{$prefix}list-group-border-color: var(--#{$prefix}#{$state}-border-subtle);\n    --#{$prefix}list-group-action-hover-color: var(--#{$prefix}emphasis-color);\n    --#{$prefix}list-group-action-hover-bg: var(--#{$prefix}#{$state}-border-subtle);\n    --#{$prefix}list-group-action-active-color: var(--#{$prefix}emphasis-color);\n    --#{$prefix}list-group-action-active-bg: var(--#{$prefix}#{$state}-border-subtle);\n    --#{$prefix}list-group-active-color: var(--#{$prefix}#{$state}-bg-subtle);\n    --#{$prefix}list-group-active-bg: var(--#{$prefix}#{$state}-text-emphasis);\n    --#{$prefix}list-group-active-border-color: var(--#{$prefix}#{$state}-text-emphasis);\n  }\n}\n// scss-docs-end list-group-modifiers\n","// Transparent background and border properties included for button version.\n// iOS requires the button element instead of an anchor tag.\n// If you want the anchor version, it requires `href=\"#\"`.\n// See https://developer.mozilla.org/en-US/docs/Web/Events/click#Safari_Mobile\n\n.btn-close {\n  // scss-docs-start close-css-vars\n  --#{$prefix}btn-close-color: #{$btn-close-color};\n  --#{$prefix}btn-close-bg: #{ escape-svg($btn-close-bg) };\n  --#{$prefix}btn-close-opacity: #{$btn-close-opacity};\n  --#{$prefix}btn-close-hover-opacity: #{$btn-close-hover-opacity};\n  --#{$prefix}btn-close-focus-shadow: #{$btn-close-focus-shadow};\n  --#{$prefix}btn-close-focus-opacity: #{$btn-close-focus-opacity};\n  --#{$prefix}btn-close-disabled-opacity: #{$btn-close-disabled-opacity};\n  --#{$prefix}btn-close-white-filter: #{$btn-close-white-filter};\n  // scss-docs-end close-css-vars\n\n  box-sizing: content-box;\n  width: $btn-close-width;\n  height: $btn-close-height;\n  padding: $btn-close-padding-y $btn-close-padding-x;\n  color: var(--#{$prefix}btn-close-color);\n  background: transparent var(--#{$prefix}btn-close-bg) center / $btn-close-width auto no-repeat; // include transparent for button elements\n  border: 0; // for button elements\n  @include border-radius();\n  opacity: var(--#{$prefix}btn-close-opacity);\n\n  // Override <a>'s hover style\n  &:hover {\n    color: var(--#{$prefix}btn-close-color);\n    text-decoration: none;\n    opacity: var(--#{$prefix}btn-close-hover-opacity);\n  }\n\n  &:focus {\n    outline: 0;\n    box-shadow: var(--#{$prefix}btn-close-focus-shadow);\n    opacity: var(--#{$prefix}btn-close-focus-opacity);\n  }\n\n  &:disabled,\n  &.disabled {\n    pointer-events: none;\n    user-select: none;\n    opacity: var(--#{$prefix}btn-close-disabled-opacity);\n  }\n}\n\n@mixin btn-close-white() {\n  filter: var(--#{$prefix}btn-close-white-filter);\n}\n\n.btn-close-white {\n  @include btn-close-white();\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    .btn-close {\n      @include btn-close-white();\n    }\n  }\n}\n",".toast {\n  // scss-docs-start toast-css-vars\n  --#{$prefix}toast-zindex: #{$zindex-toast};\n  --#{$prefix}toast-padding-x: #{$toast-padding-x};\n  --#{$prefix}toast-padding-y: #{$toast-padding-y};\n  --#{$prefix}toast-spacing: #{$toast-spacing};\n  --#{$prefix}toast-max-width: #{$toast-max-width};\n  @include rfs($toast-font-size, --#{$prefix}toast-font-size);\n  --#{$prefix}toast-color: #{$toast-color};\n  --#{$prefix}toast-bg: #{$toast-background-color};\n  --#{$prefix}toast-border-width: #{$toast-border-width};\n  --#{$prefix}toast-border-color: #{$toast-border-color};\n  --#{$prefix}toast-border-radius: #{$toast-border-radius};\n  --#{$prefix}toast-box-shadow: #{$toast-box-shadow};\n  --#{$prefix}toast-header-color: #{$toast-header-color};\n  --#{$prefix}toast-header-bg: #{$toast-header-background-color};\n  --#{$prefix}toast-header-border-color: #{$toast-header-border-color};\n  // scss-docs-end toast-css-vars\n\n  width: var(--#{$prefix}toast-max-width);\n  max-width: 100%;\n  @include font-size(var(--#{$prefix}toast-font-size));\n  color: var(--#{$prefix}toast-color);\n  pointer-events: auto;\n  background-color: var(--#{$prefix}toast-bg);\n  background-clip: padding-box;\n  border: var(--#{$prefix}toast-border-width) solid var(--#{$prefix}toast-border-color);\n  box-shadow: var(--#{$prefix}toast-box-shadow);\n  @include border-radius(var(--#{$prefix}toast-border-radius));\n\n  &.showing {\n    opacity: 0;\n  }\n\n  &:not(.show) {\n    display: none;\n  }\n}\n\n.toast-container {\n  --#{$prefix}toast-zindex: #{$zindex-toast};\n\n  position: absolute;\n  z-index: var(--#{$prefix}toast-zindex);\n  width: max-content;\n  max-width: 100%;\n  pointer-events: none;\n\n  > :not(:last-child) {\n    margin-bottom: var(--#{$prefix}toast-spacing);\n  }\n}\n\n.toast-header {\n  display: flex;\n  align-items: center;\n  padding: var(--#{$prefix}toast-padding-y) var(--#{$prefix}toast-padding-x);\n  color: var(--#{$prefix}toast-header-color);\n  background-color: var(--#{$prefix}toast-header-bg);\n  background-clip: padding-box;\n  border-bottom: var(--#{$prefix}toast-border-width) solid var(--#{$prefix}toast-header-border-color);\n  @include border-top-radius(calc(var(--#{$prefix}toast-border-radius) - var(--#{$prefix}toast-border-width)));\n\n  .btn-close {\n    margin-right: calc(-.5 * var(--#{$prefix}toast-padding-x)); // stylelint-disable-line function-disallowed-list\n    margin-left: var(--#{$prefix}toast-padding-x);\n  }\n}\n\n.toast-body {\n  padding: var(--#{$prefix}toast-padding-x);\n  word-wrap: break-word;\n}\n","// stylelint-disable function-disallowed-list\n\n// .modal-open      - body class for killing the scroll\n// .modal           - container to scroll within\n// .modal-dialog    - positioning shell for the actual modal\n// .modal-content   - actual modal w/ bg and corners and stuff\n\n\n// Container that the modal scrolls within\n.modal {\n  // scss-docs-start modal-css-vars\n  --#{$prefix}modal-zindex: #{$zindex-modal};\n  --#{$prefix}modal-width: #{$modal-md};\n  --#{$prefix}modal-padding: #{$modal-inner-padding};\n  --#{$prefix}modal-margin: #{$modal-dialog-margin};\n  --#{$prefix}modal-color: #{$modal-content-color};\n  --#{$prefix}modal-bg: #{$modal-content-bg};\n  --#{$prefix}modal-border-color: #{$modal-content-border-color};\n  --#{$prefix}modal-border-width: #{$modal-content-border-width};\n  --#{$prefix}modal-border-radius: #{$modal-content-border-radius};\n  --#{$prefix}modal-box-shadow: #{$modal-content-box-shadow-xs};\n  --#{$prefix}modal-inner-border-radius: #{$modal-content-inner-border-radius};\n  --#{$prefix}modal-header-padding-x: #{$modal-header-padding-x};\n  --#{$prefix}modal-header-padding-y: #{$modal-header-padding-y};\n  --#{$prefix}modal-header-padding: #{$modal-header-padding}; // Todo in v6: Split this padding into x and y\n  --#{$prefix}modal-header-border-color: #{$modal-header-border-color};\n  --#{$prefix}modal-header-border-width: #{$modal-header-border-width};\n  --#{$prefix}modal-title-line-height: #{$modal-title-line-height};\n  --#{$prefix}modal-footer-gap: #{$modal-footer-margin-between};\n  --#{$prefix}modal-footer-bg: #{$modal-footer-bg};\n  --#{$prefix}modal-footer-border-color: #{$modal-footer-border-color};\n  --#{$prefix}modal-footer-border-width: #{$modal-footer-border-width};\n  // scss-docs-end modal-css-vars\n\n  position: fixed;\n  top: 0;\n  left: 0;\n  z-index: var(--#{$prefix}modal-zindex);\n  display: none;\n  width: 100%;\n  height: 100%;\n  overflow-x: hidden;\n  overflow-y: auto;\n  // Prevent Chrome on Windows from adding a focus outline. For details, see\n  // https://github.com/twbs/bootstrap/pull/10951.\n  outline: 0;\n  // We deliberately don't use `-webkit-overflow-scrolling: touch;` due to a\n  // gnarly iOS Safari bug: https://bugs.webkit.org/show_bug.cgi?id=158342\n  // See also https://github.com/twbs/bootstrap/issues/17695\n}\n\n// Shell div to position the modal with bottom padding\n.modal-dialog {\n  position: relative;\n  width: auto;\n  margin: var(--#{$prefix}modal-margin);\n  // allow clicks to pass through for custom click handling to close modal\n  pointer-events: none;\n\n  // When fading in the modal, animate it to slide down\n  .modal.fade & {\n    @include transition($modal-transition);\n    transform: $modal-fade-transform;\n  }\n  .modal.show & {\n    transform: $modal-show-transform;\n  }\n\n  // When trying to close, animate focus to scale\n  .modal.modal-static & {\n    transform: $modal-scale-transform;\n  }\n}\n\n.modal-dialog-scrollable {\n  height: calc(100% - var(--#{$prefix}modal-margin) * 2);\n\n  .modal-content {\n    max-height: 100%;\n    overflow: hidden;\n  }\n\n  .modal-body {\n    overflow-y: auto;\n  }\n}\n\n.modal-dialog-centered {\n  display: flex;\n  align-items: center;\n  min-height: calc(100% - var(--#{$prefix}modal-margin) * 2);\n}\n\n// Actual modal\n.modal-content {\n  position: relative;\n  display: flex;\n  flex-direction: column;\n  width: 100%; // Ensure `.modal-content` extends the full width of the parent `.modal-dialog`\n  // counteract the pointer-events: none; in the .modal-dialog\n  color: var(--#{$prefix}modal-color);\n  pointer-events: auto;\n  background-color: var(--#{$prefix}modal-bg);\n  background-clip: padding-box;\n  border: var(--#{$prefix}modal-border-width) solid var(--#{$prefix}modal-border-color);\n  @include border-radius(var(--#{$prefix}modal-border-radius));\n  @include box-shadow(var(--#{$prefix}modal-box-shadow));\n  // Remove focus outline from opened modal\n  outline: 0;\n}\n\n// Modal background\n.modal-backdrop {\n  // scss-docs-start modal-backdrop-css-vars\n  --#{$prefix}backdrop-zindex: #{$zindex-modal-backdrop};\n  --#{$prefix}backdrop-bg: #{$modal-backdrop-bg};\n  --#{$prefix}backdrop-opacity: #{$modal-backdrop-opacity};\n  // scss-docs-end modal-backdrop-css-vars\n\n  @include overlay-backdrop(var(--#{$prefix}backdrop-zindex), var(--#{$prefix}backdrop-bg), var(--#{$prefix}backdrop-opacity));\n}\n\n// Modal header\n// Top section of the modal w/ title and dismiss\n.modal-header {\n  display: flex;\n  flex-shrink: 0;\n  align-items: center;\n  padding: var(--#{$prefix}modal-header-padding);\n  border-bottom: var(--#{$prefix}modal-header-border-width) solid var(--#{$prefix}modal-header-border-color);\n  @include border-top-radius(var(--#{$prefix}modal-inner-border-radius));\n\n  .btn-close {\n    padding: calc(var(--#{$prefix}modal-header-padding-y) * .5) calc(var(--#{$prefix}modal-header-padding-x) * .5);\n    margin: calc(-.5 * var(--#{$prefix}modal-header-padding-y)) calc(-.5 * var(--#{$prefix}modal-header-padding-x)) calc(-.5 * var(--#{$prefix}modal-header-padding-y)) auto;\n  }\n}\n\n// Title text within header\n.modal-title {\n  margin-bottom: 0;\n  line-height: var(--#{$prefix}modal-title-line-height);\n}\n\n// Modal body\n// Where all modal content resides (sibling of .modal-header and .modal-footer)\n.modal-body {\n  position: relative;\n  // Enable `flex-grow: 1` so that the body take up as much space as possible\n  // when there should be a fixed height on `.modal-dialog`.\n  flex: 1 1 auto;\n  padding: var(--#{$prefix}modal-padding);\n}\n\n// Footer (for actions)\n.modal-footer {\n  display: flex;\n  flex-shrink: 0;\n  flex-wrap: wrap;\n  align-items: center; // vertically center\n  justify-content: flex-end; // Right align buttons with flex property because text-align doesn't work on flex items\n  padding: calc(var(--#{$prefix}modal-padding) - var(--#{$prefix}modal-footer-gap) * .5);\n  background-color: var(--#{$prefix}modal-footer-bg);\n  border-top: var(--#{$prefix}modal-footer-border-width) solid var(--#{$prefix}modal-footer-border-color);\n  @include border-bottom-radius(var(--#{$prefix}modal-inner-border-radius));\n\n  // Place margin between footer elements\n  // This solution is far from ideal because of the universal selector usage,\n  // but is needed to fix https://github.com/twbs/bootstrap/issues/24800\n  > * {\n    margin: calc(var(--#{$prefix}modal-footer-gap) * .5); // Todo in v6: replace with gap on parent class\n  }\n}\n\n// Scale up the modal\n@include media-breakpoint-up(sm) {\n  .modal {\n    --#{$prefix}modal-margin: #{$modal-dialog-margin-y-sm-up};\n    --#{$prefix}modal-box-shadow: #{$modal-content-box-shadow-sm-up};\n  }\n\n  // Automatically set modal's width for larger viewports\n  .modal-dialog {\n    max-width: var(--#{$prefix}modal-width);\n    margin-right: auto;\n    margin-left: auto;\n  }\n\n  .modal-sm {\n    --#{$prefix}modal-width: #{$modal-sm};\n  }\n}\n\n@include media-breakpoint-up(lg) {\n  .modal-lg,\n  .modal-xl {\n    --#{$prefix}modal-width: #{$modal-lg};\n  }\n}\n\n@include media-breakpoint-up(xl) {\n  .modal-xl {\n    --#{$prefix}modal-width: #{$modal-xl};\n  }\n}\n\n// scss-docs-start modal-fullscreen-loop\n@each $breakpoint in map-keys($grid-breakpoints) {\n  $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n  $postfix: if($infix != \"\", $infix + \"-down\", \"\");\n\n  @include media-breakpoint-down($breakpoint) {\n    .modal-fullscreen#{$postfix} {\n      width: 100vw;\n      max-width: none;\n      height: 100%;\n      margin: 0;\n\n      .modal-content {\n        height: 100%;\n        border: 0;\n        @include border-radius(0);\n      }\n\n      .modal-header,\n      .modal-footer {\n        @include border-radius(0);\n      }\n\n      .modal-body {\n        overflow-y: auto;\n      }\n    }\n  }\n}\n// scss-docs-end modal-fullscreen-loop\n","// Shared between modals and offcanvases\n@mixin overlay-backdrop($zindex, $backdrop-bg, $backdrop-opacity) {\n  position: fixed;\n  top: 0;\n  left: 0;\n  z-index: $zindex;\n  width: 100vw;\n  height: 100vh;\n  background-color: $backdrop-bg;\n\n  // Fade for backdrop\n  &.fade { opacity: 0; }\n  &.show { opacity: $backdrop-opacity; }\n}\n","// Base class\n.tooltip {\n  // scss-docs-start tooltip-css-vars\n  --#{$prefix}tooltip-zindex: #{$zindex-tooltip};\n  --#{$prefix}tooltip-max-width: #{$tooltip-max-width};\n  --#{$prefix}tooltip-padding-x: #{$tooltip-padding-x};\n  --#{$prefix}tooltip-padding-y: #{$tooltip-padding-y};\n  --#{$prefix}tooltip-margin: #{$tooltip-margin};\n  @include rfs($tooltip-font-size, --#{$prefix}tooltip-font-size);\n  --#{$prefix}tooltip-color: #{$tooltip-color};\n  --#{$prefix}tooltip-bg: #{$tooltip-bg};\n  --#{$prefix}tooltip-border-radius: #{$tooltip-border-radius};\n  --#{$prefix}tooltip-opacity: #{$tooltip-opacity};\n  --#{$prefix}tooltip-arrow-width: #{$tooltip-arrow-width};\n  --#{$prefix}tooltip-arrow-height: #{$tooltip-arrow-height};\n  // scss-docs-end tooltip-css-vars\n\n  z-index: var(--#{$prefix}tooltip-zindex);\n  display: block;\n  margin: var(--#{$prefix}tooltip-margin);\n  @include deprecate(\"`$tooltip-margin`\", \"v5\", \"v5.x\", true);\n  // Our parent element can be arbitrary since tooltips are by default inserted as a sibling of their target element.\n  // So reset our font and text properties to avoid inheriting weird values.\n  @include reset-text();\n  @include font-size(var(--#{$prefix}tooltip-font-size));\n  // Allow breaking very long words so they don't overflow the tooltip's bounds\n  word-wrap: break-word;\n  opacity: 0;\n\n  &.show { opacity: var(--#{$prefix}tooltip-opacity); }\n\n  .tooltip-arrow {\n    display: block;\n    width: var(--#{$prefix}tooltip-arrow-width);\n    height: var(--#{$prefix}tooltip-arrow-height);\n\n    &::before {\n      position: absolute;\n      content: \"\";\n      border-color: transparent;\n      border-style: solid;\n    }\n  }\n}\n\n.bs-tooltip-top .tooltip-arrow {\n  bottom: calc(-1 * var(--#{$prefix}tooltip-arrow-height)); // stylelint-disable-line function-disallowed-list\n\n  &::before {\n    top: -1px;\n    border-width: var(--#{$prefix}tooltip-arrow-height) calc(var(--#{$prefix}tooltip-arrow-width) * .5) 0; // stylelint-disable-line function-disallowed-list\n    border-top-color: var(--#{$prefix}tooltip-bg);\n  }\n}\n\n/* rtl:begin:ignore */\n.bs-tooltip-end .tooltip-arrow {\n  left: calc(-1 * var(--#{$prefix}tooltip-arrow-height)); // stylelint-disable-line function-disallowed-list\n  width: var(--#{$prefix}tooltip-arrow-height);\n  height: var(--#{$prefix}tooltip-arrow-width);\n\n  &::before {\n    right: -1px;\n    border-width: calc(var(--#{$prefix}tooltip-arrow-width) * .5) var(--#{$prefix}tooltip-arrow-height) calc(var(--#{$prefix}tooltip-arrow-width) * .5) 0; // stylelint-disable-line function-disallowed-list\n    border-right-color: var(--#{$prefix}tooltip-bg);\n  }\n}\n\n/* rtl:end:ignore */\n\n.bs-tooltip-bottom .tooltip-arrow {\n  top: calc(-1 * var(--#{$prefix}tooltip-arrow-height)); // stylelint-disable-line function-disallowed-list\n\n  &::before {\n    bottom: -1px;\n    border-width: 0 calc(var(--#{$prefix}tooltip-arrow-width) * .5) var(--#{$prefix}tooltip-arrow-height); // stylelint-disable-line function-disallowed-list\n    border-bottom-color: var(--#{$prefix}tooltip-bg);\n  }\n}\n\n/* rtl:begin:ignore */\n.bs-tooltip-start .tooltip-arrow {\n  right: calc(-1 * var(--#{$prefix}tooltip-arrow-height)); // stylelint-disable-line function-disallowed-list\n  width: var(--#{$prefix}tooltip-arrow-height);\n  height: var(--#{$prefix}tooltip-arrow-width);\n\n  &::before {\n    left: -1px;\n    border-width: calc(var(--#{$prefix}tooltip-arrow-width) * .5) 0 calc(var(--#{$prefix}tooltip-arrow-width) * .5) var(--#{$prefix}tooltip-arrow-height); // stylelint-disable-line function-disallowed-list\n    border-left-color: var(--#{$prefix}tooltip-bg);\n  }\n}\n\n/* rtl:end:ignore */\n\n.bs-tooltip-auto {\n  &[data-popper-placement^=\"top\"] {\n    @extend .bs-tooltip-top;\n  }\n  &[data-popper-placement^=\"right\"] {\n    @extend .bs-tooltip-end;\n  }\n  &[data-popper-placement^=\"bottom\"] {\n    @extend .bs-tooltip-bottom;\n  }\n  &[data-popper-placement^=\"left\"] {\n    @extend .bs-tooltip-start;\n  }\n}\n\n// Wrapper for the tooltip content\n.tooltip-inner {\n  max-width: var(--#{$prefix}tooltip-max-width);\n  padding: var(--#{$prefix}tooltip-padding-y) var(--#{$prefix}tooltip-padding-x);\n  color: var(--#{$prefix}tooltip-color);\n  text-align: center;\n  background-color: var(--#{$prefix}tooltip-bg);\n  @include border-radius(var(--#{$prefix}tooltip-border-radius));\n}\n","@mixin reset-text {\n  font-family: $font-family-base;\n  // We deliberately do NOT reset font-size or overflow-wrap / word-wrap.\n  font-style: normal;\n  font-weight: $font-weight-normal;\n  line-height: $line-height-base;\n  text-align: left; // Fallback for where `start` is not supported\n  text-align: start;\n  text-decoration: none;\n  text-shadow: none;\n  text-transform: none;\n  letter-spacing: normal;\n  word-break: normal;\n  white-space: normal;\n  word-spacing: normal;\n  line-break: auto;\n}\n",".popover {\n  // scss-docs-start popover-css-vars\n  --#{$prefix}popover-zindex: #{$zindex-popover};\n  --#{$prefix}popover-max-width: #{$popover-max-width};\n  @include rfs($popover-font-size, --#{$prefix}popover-font-size);\n  --#{$prefix}popover-bg: #{$popover-bg};\n  --#{$prefix}popover-border-width: #{$popover-border-width};\n  --#{$prefix}popover-border-color: #{$popover-border-color};\n  --#{$prefix}popover-border-radius: #{$popover-border-radius};\n  --#{$prefix}popover-inner-border-radius: #{$popover-inner-border-radius};\n  --#{$prefix}popover-box-shadow: #{$popover-box-shadow};\n  --#{$prefix}popover-header-padding-x: #{$popover-header-padding-x};\n  --#{$prefix}popover-header-padding-y: #{$popover-header-padding-y};\n  @include rfs($popover-header-font-size, --#{$prefix}popover-header-font-size);\n  --#{$prefix}popover-header-color: #{$popover-header-color};\n  --#{$prefix}popover-header-bg: #{$popover-header-bg};\n  --#{$prefix}popover-body-padding-x: #{$popover-body-padding-x};\n  --#{$prefix}popover-body-padding-y: #{$popover-body-padding-y};\n  --#{$prefix}popover-body-color: #{$popover-body-color};\n  --#{$prefix}popover-arrow-width: #{$popover-arrow-width};\n  --#{$prefix}popover-arrow-height: #{$popover-arrow-height};\n  --#{$prefix}popover-arrow-border: var(--#{$prefix}popover-border-color);\n  // scss-docs-end popover-css-vars\n\n  z-index: var(--#{$prefix}popover-zindex);\n  display: block;\n  max-width: var(--#{$prefix}popover-max-width);\n  // Our parent element can be arbitrary since tooltips are by default inserted as a sibling of their target element.\n  // So reset our font and text properties to avoid inheriting weird values.\n  @include reset-text();\n  @include font-size(var(--#{$prefix}popover-font-size));\n  // Allow breaking very long words so they don't overflow the popover's bounds\n  word-wrap: break-word;\n  background-color: var(--#{$prefix}popover-bg);\n  background-clip: padding-box;\n  border: var(--#{$prefix}popover-border-width) solid var(--#{$prefix}popover-border-color);\n  @include border-radius(var(--#{$prefix}popover-border-radius));\n  @include box-shadow(var(--#{$prefix}popover-box-shadow));\n\n  .popover-arrow {\n    display: block;\n    width: var(--#{$prefix}popover-arrow-width);\n    height: var(--#{$prefix}popover-arrow-height);\n\n    &::before,\n    &::after {\n      position: absolute;\n      display: block;\n      content: \"\";\n      border-color: transparent;\n      border-style: solid;\n      border-width: 0;\n    }\n  }\n}\n\n.bs-popover-top {\n  > .popover-arrow {\n    bottom: calc(-1 * (var(--#{$prefix}popover-arrow-height)) - var(--#{$prefix}popover-border-width)); // stylelint-disable-line function-disallowed-list\n\n    &::before,\n    &::after {\n      border-width: var(--#{$prefix}popover-arrow-height) calc(var(--#{$prefix}popover-arrow-width) * .5) 0; // stylelint-disable-line function-disallowed-list\n    }\n\n    &::before {\n      bottom: 0;\n      border-top-color: var(--#{$prefix}popover-arrow-border);\n    }\n\n    &::after {\n      bottom: var(--#{$prefix}popover-border-width);\n      border-top-color: var(--#{$prefix}popover-bg);\n    }\n  }\n}\n\n/* rtl:begin:ignore */\n.bs-popover-end {\n  > .popover-arrow {\n    left: calc(-1 * (var(--#{$prefix}popover-arrow-height)) - var(--#{$prefix}popover-border-width)); // stylelint-disable-line function-disallowed-list\n    width: var(--#{$prefix}popover-arrow-height);\n    height: var(--#{$prefix}popover-arrow-width);\n\n    &::before,\n    &::after {\n      border-width: calc(var(--#{$prefix}popover-arrow-width) * .5) var(--#{$prefix}popover-arrow-height) calc(var(--#{$prefix}popover-arrow-width) * .5) 0; // stylelint-disable-line function-disallowed-list\n    }\n\n    &::before {\n      left: 0;\n      border-right-color: var(--#{$prefix}popover-arrow-border);\n    }\n\n    &::after {\n      left: var(--#{$prefix}popover-border-width);\n      border-right-color: var(--#{$prefix}popover-bg);\n    }\n  }\n}\n\n/* rtl:end:ignore */\n\n.bs-popover-bottom {\n  > .popover-arrow {\n    top: calc(-1 * (var(--#{$prefix}popover-arrow-height)) - var(--#{$prefix}popover-border-width)); // stylelint-disable-line function-disallowed-list\n\n    &::before,\n    &::after {\n      border-width: 0 calc(var(--#{$prefix}popover-arrow-width) * .5) var(--#{$prefix}popover-arrow-height); // stylelint-disable-line function-disallowed-list\n    }\n\n    &::before {\n      top: 0;\n      border-bottom-color: var(--#{$prefix}popover-arrow-border);\n    }\n\n    &::after {\n      top: var(--#{$prefix}popover-border-width);\n      border-bottom-color: var(--#{$prefix}popover-bg);\n    }\n  }\n\n  // This will remove the popover-header's border just below the arrow\n  .popover-header::before {\n    position: absolute;\n    top: 0;\n    left: 50%;\n    display: block;\n    width: var(--#{$prefix}popover-arrow-width);\n    margin-left: calc(-.5 * var(--#{$prefix}popover-arrow-width)); // stylelint-disable-line function-disallowed-list\n    content: \"\";\n    border-bottom: var(--#{$prefix}popover-border-width) solid var(--#{$prefix}popover-header-bg);\n  }\n}\n\n/* rtl:begin:ignore */\n.bs-popover-start {\n  > .popover-arrow {\n    right: calc(-1 * (var(--#{$prefix}popover-arrow-height)) - var(--#{$prefix}popover-border-width)); // stylelint-disable-line function-disallowed-list\n    width: var(--#{$prefix}popover-arrow-height);\n    height: var(--#{$prefix}popover-arrow-width);\n\n    &::before,\n    &::after {\n      border-width: calc(var(--#{$prefix}popover-arrow-width) * .5) 0 calc(var(--#{$prefix}popover-arrow-width) * .5) var(--#{$prefix}popover-arrow-height); // stylelint-disable-line function-disallowed-list\n    }\n\n    &::before {\n      right: 0;\n      border-left-color: var(--#{$prefix}popover-arrow-border);\n    }\n\n    &::after {\n      right: var(--#{$prefix}popover-border-width);\n      border-left-color: var(--#{$prefix}popover-bg);\n    }\n  }\n}\n\n/* rtl:end:ignore */\n\n.bs-popover-auto {\n  &[data-popper-placement^=\"top\"] {\n    @extend .bs-popover-top;\n  }\n  &[data-popper-placement^=\"right\"] {\n    @extend .bs-popover-end;\n  }\n  &[data-popper-placement^=\"bottom\"] {\n    @extend .bs-popover-bottom;\n  }\n  &[data-popper-placement^=\"left\"] {\n    @extend .bs-popover-start;\n  }\n}\n\n// Offset the popover to account for the popover arrow\n.popover-header {\n  padding: var(--#{$prefix}popover-header-padding-y) var(--#{$prefix}popover-header-padding-x);\n  margin-bottom: 0; // Reset the default from Reboot\n  @include font-size(var(--#{$prefix}popover-header-font-size));\n  color: var(--#{$prefix}popover-header-color);\n  background-color: var(--#{$prefix}popover-header-bg);\n  border-bottom: var(--#{$prefix}popover-border-width) solid var(--#{$prefix}popover-border-color);\n  @include border-top-radius(var(--#{$prefix}popover-inner-border-radius));\n\n  &:empty {\n    display: none;\n  }\n}\n\n.popover-body {\n  padding: var(--#{$prefix}popover-body-padding-y) var(--#{$prefix}popover-body-padding-x);\n  color: var(--#{$prefix}popover-body-color);\n}\n","// Notes on the classes:\n//\n// 1. .carousel.pointer-event should ideally be pan-y (to allow for users to scroll vertically)\n//    even when their scroll action started on a carousel, but for compatibility (with Firefox)\n//    we're preventing all actions instead\n// 2. The .carousel-item-start and .carousel-item-end is used to indicate where\n//    the active slide is heading.\n// 3. .active.carousel-item is the current slide.\n// 4. .active.carousel-item-start and .active.carousel-item-end is the current\n//    slide in its in-transition state. Only one of these occurs at a time.\n// 5. .carousel-item-next.carousel-item-start and .carousel-item-prev.carousel-item-end\n//    is the upcoming slide in transition.\n\n.carousel {\n  position: relative;\n}\n\n.carousel.pointer-event {\n  touch-action: pan-y;\n}\n\n.carousel-inner {\n  position: relative;\n  width: 100%;\n  overflow: hidden;\n  @include clearfix();\n}\n\n.carousel-item {\n  position: relative;\n  display: none;\n  float: left;\n  width: 100%;\n  margin-right: -100%;\n  backface-visibility: hidden;\n  @include transition($carousel-transition);\n}\n\n.carousel-item.active,\n.carousel-item-next,\n.carousel-item-prev {\n  display: block;\n}\n\n.carousel-item-next:not(.carousel-item-start),\n.active.carousel-item-end {\n  transform: translateX(100%);\n}\n\n.carousel-item-prev:not(.carousel-item-end),\n.active.carousel-item-start {\n  transform: translateX(-100%);\n}\n\n\n//\n// Alternate transitions\n//\n\n.carousel-fade {\n  .carousel-item {\n    opacity: 0;\n    transition-property: opacity;\n    transform: none;\n  }\n\n  .carousel-item.active,\n  .carousel-item-next.carousel-item-start,\n  .carousel-item-prev.carousel-item-end {\n    z-index: 1;\n    opacity: 1;\n  }\n\n  .active.carousel-item-start,\n  .active.carousel-item-end {\n    z-index: 0;\n    opacity: 0;\n    @include transition(opacity 0s $carousel-transition-duration);\n  }\n}\n\n\n//\n// Left/right controls for nav\n//\n\n.carousel-control-prev,\n.carousel-control-next {\n  position: absolute;\n  top: 0;\n  bottom: 0;\n  z-index: 1;\n  // Use flex for alignment (1-3)\n  display: flex; // 1. allow flex styles\n  align-items: center; // 2. vertically center contents\n  justify-content: center; // 3. horizontally center contents\n  width: $carousel-control-width;\n  padding: 0;\n  color: $carousel-control-color;\n  text-align: center;\n  background: none;\n  border: 0;\n  opacity: $carousel-control-opacity;\n  @include transition($carousel-control-transition);\n\n  // Hover/focus state\n  &:hover,\n  &:focus {\n    color: $carousel-control-color;\n    text-decoration: none;\n    outline: 0;\n    opacity: $carousel-control-hover-opacity;\n  }\n}\n.carousel-control-prev {\n  left: 0;\n  background-image: if($enable-gradients, linear-gradient(90deg, rgba($black, .25), rgba($black, .001)), null);\n}\n.carousel-control-next {\n  right: 0;\n  background-image: if($enable-gradients, linear-gradient(270deg, rgba($black, .25), rgba($black, .001)), null);\n}\n\n// Icons for within\n.carousel-control-prev-icon,\n.carousel-control-next-icon {\n  display: inline-block;\n  width: $carousel-control-icon-width;\n  height: $carousel-control-icon-width;\n  background-repeat: no-repeat;\n  background-position: 50%;\n  background-size: 100% 100%;\n}\n\n.carousel-control-prev-icon {\n  background-image: escape-svg($carousel-control-prev-icon-bg) #{\"/*rtl:\" + escape-svg($carousel-control-next-icon-bg) + \"*/\"};\n}\n.carousel-control-next-icon {\n  background-image: escape-svg($carousel-control-next-icon-bg) #{\"/*rtl:\" + escape-svg($carousel-control-prev-icon-bg) + \"*/\"};\n}\n\n// Optional indicator pips/controls\n//\n// Add a container (such as a list) with the following class and add an item (ideally a focusable control,\n// like a button) with data-bs-target for each slide your carousel holds.\n\n.carousel-indicators {\n  position: absolute;\n  right: 0;\n  bottom: 0;\n  left: 0;\n  z-index: 2;\n  display: flex;\n  justify-content: center;\n  padding: 0;\n  // Use the .carousel-control's width as margin so we don't overlay those\n  margin-right: $carousel-control-width;\n  margin-bottom: 1rem;\n  margin-left: $carousel-control-width;\n\n  [data-bs-target] {\n    box-sizing: content-box;\n    flex: 0 1 auto;\n    width: $carousel-indicator-width;\n    height: $carousel-indicator-height;\n    padding: 0;\n    margin-right: $carousel-indicator-spacer;\n    margin-left: $carousel-indicator-spacer;\n    text-indent: -999px;\n    cursor: pointer;\n    background-color: $carousel-indicator-active-bg;\n    background-clip: padding-box;\n    border: 0;\n    // Use transparent borders to increase the hit area by 10px on top and bottom.\n    border-top: $carousel-indicator-hit-area-height solid transparent;\n    border-bottom: $carousel-indicator-hit-area-height solid transparent;\n    opacity: $carousel-indicator-opacity;\n    @include transition($carousel-indicator-transition);\n  }\n\n  .active {\n    opacity: $carousel-indicator-active-opacity;\n  }\n}\n\n\n// Optional captions\n//\n//\n\n.carousel-caption {\n  position: absolute;\n  right: (100% - $carousel-caption-width) * .5;\n  bottom: $carousel-caption-spacer;\n  left: (100% - $carousel-caption-width) * .5;\n  padding-top: $carousel-caption-padding-y;\n  padding-bottom: $carousel-caption-padding-y;\n  color: $carousel-caption-color;\n  text-align: center;\n}\n\n// Dark mode carousel\n\n@mixin carousel-dark() {\n  .carousel-control-prev-icon,\n  .carousel-control-next-icon {\n    filter: $carousel-dark-control-icon-filter;\n  }\n\n  .carousel-indicators [data-bs-target] {\n    background-color: $carousel-dark-indicator-active-bg;\n  }\n\n  .carousel-caption {\n    color: $carousel-dark-caption-color;\n  }\n}\n\n.carousel-dark {\n  @include carousel-dark();\n}\n\n@if $enable-dark-mode {\n  @include color-mode(dark) {\n    @if $color-mode-type == \"media-query\" {\n      .carousel {\n        @include carousel-dark();\n      }\n    } @else {\n      .carousel,\n      &.carousel {\n        @include carousel-dark();\n      }\n    }\n  }\n}\n","// scss-docs-start clearfix\n@mixin clearfix() {\n  &::after {\n    display: block;\n    clear: both;\n    content: \"\";\n  }\n}\n// scss-docs-end clearfix\n","//\n// Rotating border\n//\n\n.spinner-grow,\n.spinner-border {\n  display: inline-block;\n  width: var(--#{$prefix}spinner-width);\n  height: var(--#{$prefix}spinner-height);\n  vertical-align: var(--#{$prefix}spinner-vertical-align);\n  // stylelint-disable-next-line property-disallowed-list\n  border-radius: 50%;\n  animation: var(--#{$prefix}spinner-animation-speed) linear infinite var(--#{$prefix}spinner-animation-name);\n}\n\n// scss-docs-start spinner-border-keyframes\n@keyframes spinner-border {\n  to { transform: rotate(360deg) #{\"/* rtl:ignore */\"}; }\n}\n// scss-docs-end spinner-border-keyframes\n\n.spinner-border {\n  // scss-docs-start spinner-border-css-vars\n  --#{$prefix}spinner-width: #{$spinner-width};\n  --#{$prefix}spinner-height: #{$spinner-height};\n  --#{$prefix}spinner-vertical-align: #{$spinner-vertical-align};\n  --#{$prefix}spinner-border-width: #{$spinner-border-width};\n  --#{$prefix}spinner-animation-speed: #{$spinner-animation-speed};\n  --#{$prefix}spinner-animation-name: spinner-border;\n  // scss-docs-end spinner-border-css-vars\n\n  border: var(--#{$prefix}spinner-border-width) solid currentcolor;\n  border-right-color: transparent;\n}\n\n.spinner-border-sm {\n  // scss-docs-start spinner-border-sm-css-vars\n  --#{$prefix}spinner-width: #{$spinner-width-sm};\n  --#{$prefix}spinner-height: #{$spinner-height-sm};\n  --#{$prefix}spinner-border-width: #{$spinner-border-width-sm};\n  // scss-docs-end spinner-border-sm-css-vars\n}\n\n//\n// Growing circle\n//\n\n// scss-docs-start spinner-grow-keyframes\n@keyframes spinner-grow {\n  0% {\n    transform: scale(0);\n  }\n  50% {\n    opacity: 1;\n    transform: none;\n  }\n}\n// scss-docs-end spinner-grow-keyframes\n\n.spinner-grow {\n  // scss-docs-start spinner-grow-css-vars\n  --#{$prefix}spinner-width: #{$spinner-width};\n  --#{$prefix}spinner-height: #{$spinner-height};\n  --#{$prefix}spinner-vertical-align: #{$spinner-vertical-align};\n  --#{$prefix}spinner-animation-speed: #{$spinner-animation-speed};\n  --#{$prefix}spinner-animation-name: spinner-grow;\n  // scss-docs-end spinner-grow-css-vars\n\n  background-color: currentcolor;\n  opacity: 0;\n}\n\n.spinner-grow-sm {\n  --#{$prefix}spinner-width: #{$spinner-width-sm};\n  --#{$prefix}spinner-height: #{$spinner-height-sm};\n}\n\n@if $enable-reduced-motion {\n  @media (prefers-reduced-motion: reduce) {\n    .spinner-border,\n    .spinner-grow {\n      --#{$prefix}spinner-animation-speed: #{$spinner-animation-speed * 2};\n    }\n  }\n}\n","// stylelint-disable function-disallowed-list\n\n%offcanvas-css-vars {\n  // scss-docs-start offcanvas-css-vars\n  --#{$prefix}offcanvas-zindex: #{$zindex-offcanvas};\n  --#{$prefix}offcanvas-width: #{$offcanvas-horizontal-width};\n  --#{$prefix}offcanvas-height: #{$offcanvas-vertical-height};\n  --#{$prefix}offcanvas-padding-x: #{$offcanvas-padding-x};\n  --#{$prefix}offcanvas-padding-y: #{$offcanvas-padding-y};\n  --#{$prefix}offcanvas-color: #{$offcanvas-color};\n  --#{$prefix}offcanvas-bg: #{$offcanvas-bg-color};\n  --#{$prefix}offcanvas-border-width: #{$offcanvas-border-width};\n  --#{$prefix}offcanvas-border-color: #{$offcanvas-border-color};\n  --#{$prefix}offcanvas-box-shadow: #{$offcanvas-box-shadow};\n  --#{$prefix}offcanvas-transition: #{transform $offcanvas-transition-duration ease-in-out};\n  --#{$prefix}offcanvas-title-line-height: #{$offcanvas-title-line-height};\n  // scss-docs-end offcanvas-css-vars\n}\n\n@each $breakpoint in map-keys($grid-breakpoints) {\n  $next: breakpoint-next($breakpoint, $grid-breakpoints);\n  $infix: breakpoint-infix($next, $grid-breakpoints);\n\n  .offcanvas#{$infix} {\n    @extend %offcanvas-css-vars;\n  }\n}\n\n@each $breakpoint in map-keys($grid-breakpoints) {\n  $next: breakpoint-next($breakpoint, $grid-breakpoints);\n  $infix: breakpoint-infix($next, $grid-breakpoints);\n\n  .offcanvas#{$infix} {\n    @include media-breakpoint-down($next) {\n      position: fixed;\n      bottom: 0;\n      z-index: var(--#{$prefix}offcanvas-zindex);\n      display: flex;\n      flex-direction: column;\n      max-width: 100%;\n      color: var(--#{$prefix}offcanvas-color);\n      visibility: hidden;\n      background-color: var(--#{$prefix}offcanvas-bg);\n      background-clip: padding-box;\n      outline: 0;\n      @include box-shadow(var(--#{$prefix}offcanvas-box-shadow));\n      @include transition(var(--#{$prefix}offcanvas-transition));\n\n      &.offcanvas-start {\n        top: 0;\n        left: 0;\n        width: var(--#{$prefix}offcanvas-width);\n        border-right: var(--#{$prefix}offcanvas-border-width) solid var(--#{$prefix}offcanvas-border-color);\n        transform: translateX(-100%);\n      }\n\n      &.offcanvas-end {\n        top: 0;\n        right: 0;\n        width: var(--#{$prefix}offcanvas-width);\n        border-left: var(--#{$prefix}offcanvas-border-width) solid var(--#{$prefix}offcanvas-border-color);\n        transform: translateX(100%);\n      }\n\n      &.offcanvas-top {\n        top: 0;\n        right: 0;\n        left: 0;\n        height: var(--#{$prefix}offcanvas-height);\n        max-height: 100%;\n        border-bottom: var(--#{$prefix}offcanvas-border-width) solid var(--#{$prefix}offcanvas-border-color);\n        transform: translateY(-100%);\n      }\n\n      &.offcanvas-bottom {\n        right: 0;\n        left: 0;\n        height: var(--#{$prefix}offcanvas-height);\n        max-height: 100%;\n        border-top: var(--#{$prefix}offcanvas-border-width) solid var(--#{$prefix}offcanvas-border-color);\n        transform: translateY(100%);\n      }\n\n      &.showing,\n      &.show:not(.hiding) {\n        transform: none;\n      }\n\n      &.showing,\n      &.hiding,\n      &.show {\n        visibility: visible;\n      }\n    }\n\n    @if not ($infix == \"\") {\n      @include media-breakpoint-up($next) {\n        --#{$prefix}offcanvas-height: auto;\n        --#{$prefix}offcanvas-border-width: 0;\n        background-color: transparent !important; // stylelint-disable-line declaration-no-important\n\n        .offcanvas-header {\n          display: none;\n        }\n\n        .offcanvas-body {\n          display: flex;\n          flex-grow: 0;\n          padding: 0;\n          overflow-y: visible;\n          // Reset `background-color` in case `.bg-*` classes are used in offcanvas\n          background-color: transparent !important; // stylelint-disable-line declaration-no-important\n        }\n      }\n    }\n  }\n}\n\n.offcanvas-backdrop {\n  @include overlay-backdrop($zindex-offcanvas-backdrop, $offcanvas-backdrop-bg, $offcanvas-backdrop-opacity);\n}\n\n.offcanvas-header {\n  display: flex;\n  align-items: center;\n  padding: var(--#{$prefix}offcanvas-padding-y) var(--#{$prefix}offcanvas-padding-x);\n\n  .btn-close {\n    padding: calc(var(--#{$prefix}offcanvas-padding-y) * .5) calc(var(--#{$prefix}offcanvas-padding-x) * .5);\n    margin: calc(-.5 * var(--#{$prefix}offcanvas-padding-y)) calc(-.5 * var(--#{$prefix}offcanvas-padding-x)) calc(-.5 * var(--#{$prefix}offcanvas-padding-y)) auto;\n  }\n}\n\n.offcanvas-title {\n  margin-bottom: 0;\n  line-height: var(--#{$prefix}offcanvas-title-line-height);\n}\n\n.offcanvas-body {\n  flex-grow: 1;\n  padding: var(--#{$prefix}offcanvas-padding-y) var(--#{$prefix}offcanvas-padding-x);\n  overflow-y: auto;\n}\n",".placeholder {\n  display: inline-block;\n  min-height: 1em;\n  vertical-align: middle;\n  cursor: wait;\n  background-color: currentcolor;\n  opacity: $placeholder-opacity-max;\n\n  &.btn::before {\n    display: inline-block;\n    content: \"\";\n  }\n}\n\n// Sizing\n.placeholder-xs {\n  min-height: .6em;\n}\n\n.placeholder-sm {\n  min-height: .8em;\n}\n\n.placeholder-lg {\n  min-height: 1.2em;\n}\n\n// Animation\n.placeholder-glow {\n  .placeholder {\n    animation: placeholder-glow 2s ease-in-out infinite;\n  }\n}\n\n@keyframes placeholder-glow {\n  50% {\n    opacity: $placeholder-opacity-min;\n  }\n}\n\n.placeholder-wave {\n  mask-image: linear-gradient(130deg, $black 55%, rgba(0, 0, 0, (1 - $placeholder-opacity-min)) 75%, $black 95%);\n  mask-size: 200% 100%;\n  animation: placeholder-wave 2s linear infinite;\n}\n\n@keyframes placeholder-wave {\n  100% {\n    mask-position: -200% 0%;\n  }\n}\n","// All-caps `RGBA()` function used because of this Sass bug: https://github.com/sass/node-sass/issues/2251\n@each $color, $value in $theme-colors {\n  .text-bg-#{$color} {\n    color: color-contrast($value) if($enable-important-utilities, !important, null);\n    background-color: RGBA(var(--#{$prefix}#{$color}-rgb), var(--#{$prefix}bg-opacity, 1)) if($enable-important-utilities, !important, null);\n  }\n}\n","// All-caps `RGBA()` function used because of this Sass bug: https://github.com/sass/node-sass/issues/2251\n@each $color, $value in $theme-colors {\n  .link-#{$color} {\n    color: RGBA(var(--#{$prefix}#{$color}-rgb), var(--#{$prefix}link-opacity, 1)) if($enable-important-utilities, !important, null);\n    text-decoration-color: RGBA(var(--#{$prefix}#{$color}-rgb), var(--#{$prefix}link-underline-opacity, 1)) if($enable-important-utilities, !important, null);\n\n    @if $link-shade-percentage != 0 {\n      &:hover,\n      &:focus {\n        $hover-color: if(color-contrast($value) == $color-contrast-light, shade-color($value, $link-shade-percentage), tint-color($value, $link-shade-percentage));\n        color: RGBA(#{to-rgb($hover-color)}, var(--#{$prefix}link-opacity, 1)) if($enable-important-utilities, !important, null);\n        text-decoration-color: RGBA(to-rgb($hover-color), var(--#{$prefix}link-underline-opacity, 1)) if($enable-important-utilities, !important, null);\n      }\n    }\n  }\n}\n\n// One-off special link helper as a bridge until v6\n.link-body-emphasis {\n  color: RGBA(var(--#{$prefix}emphasis-color-rgb), var(--#{$prefix}link-opacity, 1)) if($enable-important-utilities, !important, null);\n  text-decoration-color: RGBA(var(--#{$prefix}emphasis-color-rgb), var(--#{$prefix}link-underline-opacity, 1)) if($enable-important-utilities, !important, null);\n\n  @if $link-shade-percentage != 0 {\n    &:hover,\n    &:focus {\n      color: RGBA(var(--#{$prefix}emphasis-color-rgb), var(--#{$prefix}link-opacity, .75)) if($enable-important-utilities, !important, null);\n      text-decoration-color: RGBA(var(--#{$prefix}emphasis-color-rgb), var(--#{$prefix}link-underline-opacity, .75)) if($enable-important-utilities, !important, null);\n    }\n  }\n}\n",".focus-ring:focus {\n  outline: 0;\n  // By default, there is no `--bs-focus-ring-x`, `--bs-focus-ring-y`, or `--bs-focus-ring-blur`, but we provide CSS variables with fallbacks to initial `0` values\n  box-shadow: var(--#{$prefix}focus-ring-x, 0) var(--#{$prefix}focus-ring-y, 0) var(--#{$prefix}focus-ring-blur, 0) var(--#{$prefix}focus-ring-width) var(--#{$prefix}focus-ring-color);\n}\n",".icon-link {\n  display: inline-flex;\n  gap: $icon-link-gap;\n  align-items: center;\n  text-decoration-color: rgba(var(--#{$prefix}link-color-rgb), var(--#{$prefix}link-opacity, .5));\n  text-underline-offset: $icon-link-underline-offset;\n  backface-visibility: hidden;\n\n  > .bi {\n    flex-shrink: 0;\n    width: $icon-link-icon-size;\n    height: $icon-link-icon-size;\n    fill: currentcolor;\n    @include transition($icon-link-icon-transition);\n  }\n}\n\n.icon-link-hover {\n  &:hover,\n  &:focus-visible {\n    > .bi {\n      transform: var(--#{$prefix}icon-link-transform, $icon-link-icon-transform);\n    }\n  }\n}\n","// Credit: Nicolas Gallagher and SUIT CSS.\n\n.ratio {\n  position: relative;\n  width: 100%;\n\n  &::before {\n    display: block;\n    padding-top: var(--#{$prefix}aspect-ratio);\n    content: \"\";\n  }\n\n  > * {\n    position: absolute;\n    top: 0;\n    left: 0;\n    width: 100%;\n    height: 100%;\n  }\n}\n\n@each $key, $ratio in $aspect-ratios {\n  .ratio-#{$key} {\n    --#{$prefix}aspect-ratio: #{$ratio};\n  }\n}\n","// Shorthand\n\n.fixed-top {\n  position: fixed;\n  top: 0;\n  right: 0;\n  left: 0;\n  z-index: $zindex-fixed;\n}\n\n.fixed-bottom {\n  position: fixed;\n  right: 0;\n  bottom: 0;\n  left: 0;\n  z-index: $zindex-fixed;\n}\n\n// Responsive sticky top and bottom\n@each $breakpoint in map-keys($grid-breakpoints) {\n  @include media-breakpoint-up($breakpoint) {\n    $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n    .sticky#{$infix}-top {\n      position: sticky;\n      top: 0;\n      z-index: $zindex-sticky;\n    }\n\n    .sticky#{$infix}-bottom {\n      position: sticky;\n      bottom: 0;\n      z-index: $zindex-sticky;\n    }\n  }\n}\n","// scss-docs-start stacks\n.hstack {\n  display: flex;\n  flex-direction: row;\n  align-items: center;\n  align-self: stretch;\n}\n\n.vstack {\n  display: flex;\n  flex: 1 1 auto;\n  flex-direction: column;\n  align-self: stretch;\n}\n// scss-docs-end stacks\n","//\n// Visually hidden\n//\n\n.visually-hidden,\n.visually-hidden-focusable:not(:focus):not(:focus-within) {\n  @include visually-hidden();\n}\n","// stylelint-disable declaration-no-important\n\n// Hide content visually while keeping it accessible to assistive technologies\n//\n// See: https://www.a11yproject.com/posts/2013-01-11-how-to-hide-content/\n// See: https://kittygiraudel.com/2016/10/13/css-hide-and-seek/\n\n@mixin visually-hidden() {\n  width: 1px !important;\n  height: 1px !important;\n  padding: 0 !important;\n  margin: -1px !important; // Fix for https://github.com/twbs/bootstrap/issues/25686\n  overflow: hidden !important;\n  clip: rect(0, 0, 0, 0) !important;\n  white-space: nowrap !important;\n  border: 0 !important;\n\n  // Fix for positioned table caption that could become anonymous cells\n  &:not(caption) {\n    position: absolute !important;\n  }\n}\n\n// Use to only display content when it's focused, or one of its child elements is focused\n// (i.e. when focus is within the element/container that the class was applied to)\n//\n// Useful for \"Skip to main content\" links; see https://www.w3.org/TR/2013/NOTE-WCAG20-TECHS-20130905/G1\n\n@mixin visually-hidden-focusable() {\n  &:not(:focus):not(:focus-within) {\n    @include visually-hidden();\n  }\n}\n","//\n// Stretched link\n//\n\n.stretched-link {\n  &::#{$stretched-link-pseudo-element} {\n    position: absolute;\n    top: 0;\n    right: 0;\n    bottom: 0;\n    left: 0;\n    z-index: $stretched-link-z-index;\n    content: \"\";\n  }\n}\n","//\n// Text truncation\n//\n\n.text-truncate {\n  @include text-truncate();\n}\n","// Text truncate\n// Requires inline-block or block for proper styling\n\n@mixin text-truncate() {\n  overflow: hidden;\n  text-overflow: ellipsis;\n  white-space: nowrap;\n}\n",".vr {\n  display: inline-block;\n  align-self: stretch;\n  width: $vr-border-width;\n  min-height: 1em;\n  background-color: currentcolor;\n  opacity: $hr-opacity;\n}\n","// Utility generator\n// Used to generate utilities & print utilities\n@mixin generate-utility($utility, $infix: \"\", $is-rfs-media-query: false) {\n  $values: map-get($utility, values);\n\n  // If the values are a list or string, convert it into a map\n  @if type-of($values) == \"string\" or type-of(nth($values, 1)) != \"list\" {\n    $values: zip($values, $values);\n  }\n\n  @each $key, $value in $values {\n    $properties: map-get($utility, property);\n\n    // Multiple properties are possible, for example with vertical or horizontal margins or paddings\n    @if type-of($properties) == \"string\" {\n      $properties: append((), $properties);\n    }\n\n    // Use custom class if present\n    $property-class: if(map-has-key($utility, class), map-get($utility, class), nth($properties, 1));\n    $property-class: if($property-class == null, \"\", $property-class);\n\n    // Use custom CSS variable name if present, otherwise default to `class`\n    $css-variable-name: if(map-has-key($utility, css-variable-name), map-get($utility, css-variable-name), map-get($utility, class));\n\n    // State params to generate pseudo-classes\n    $state: if(map-has-key($utility, state), map-get($utility, state), ());\n\n    $infix: if($property-class == \"\" and str-slice($infix, 1, 1) == \"-\", str-slice($infix, 2), $infix);\n\n    // Don't prefix if value key is null (e.g. with shadow class)\n    $property-class-modifier: if($key, if($property-class == \"\" and $infix == \"\", \"\", \"-\") + $key, \"\");\n\n    @if map-get($utility, rfs) {\n      // Inside the media query\n      @if $is-rfs-media-query {\n        $val: rfs-value($value);\n\n        // Do not render anything if fluid and non fluid values are the same\n        $value: if($val == rfs-fluid-value($value), null, $val);\n      }\n      @else {\n        $value: rfs-fluid-value($value);\n      }\n    }\n\n    $is-css-var: map-get($utility, css-var);\n    $is-local-vars: map-get($utility, local-vars);\n    $is-rtl: map-get($utility, rtl);\n\n    @if $value != null {\n      @if $is-rtl == false {\n        /* rtl:begin:remove */\n      }\n\n      @if $is-css-var {\n        .#{$property-class + $infix + $property-class-modifier} {\n          --#{$prefix}#{$css-variable-name}: #{$value};\n        }\n\n        @each $pseudo in $state {\n          .#{$property-class + $infix + $property-class-modifier}-#{$pseudo}:#{$pseudo} {\n            --#{$prefix}#{$css-variable-name}: #{$value};\n          }\n        }\n      } @else {\n        .#{$property-class + $infix + $property-class-modifier} {\n          @each $property in $properties {\n            @if $is-local-vars {\n              @each $local-var, $variable in $is-local-vars {\n                --#{$prefix}#{$local-var}: #{$variable};\n              }\n            }\n            #{$property}: $value if($enable-important-utilities, !important, null);\n          }\n        }\n\n        @each $pseudo in $state {\n          .#{$property-class + $infix + $property-class-modifier}-#{$pseudo}:#{$pseudo} {\n            @each $property in $properties {\n              @if $is-local-vars {\n                @each $local-var, $variable in $is-local-vars {\n                  --#{$prefix}#{$local-var}: #{$variable};\n                }\n              }\n              #{$property}: $value if($enable-important-utilities, !important, null);\n            }\n          }\n        }\n      }\n\n      @if $is-rtl == false {\n        /* rtl:end:remove */\n      }\n    }\n  }\n}\n","// Loop over each breakpoint\n@each $breakpoint in map-keys($grid-breakpoints) {\n\n  // Generate media query if needed\n  @include media-breakpoint-up($breakpoint) {\n    $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n    // Loop over each utility property\n    @each $key, $utility in $utilities {\n      // The utility can be disabled with `false`, thus check if the utility is a map first\n      // Only proceed if responsive media queries are enabled or if it's the base media query\n      @if type-of($utility) == \"map\" and (map-get($utility, responsive) or $infix == \"\") {\n        @include generate-utility($utility, $infix);\n      }\n    }\n  }\n}\n\n// RFS rescaling\n@media (min-width: $rfs-mq-value) {\n  @each $breakpoint in map-keys($grid-breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $grid-breakpoints);\n\n    @if (map-get($grid-breakpoints, $breakpoint) < $rfs-breakpoint) {\n      // Loop over each utility property\n      @each $key, $utility in $utilities {\n        // The utility can be disabled with `false`, thus check if the utility is a map first\n        // Only proceed if responsive media queries are enabled or if it's the base media query\n        @if type-of($utility) == \"map\" and map-get($utility, rfs) and (map-get($utility, responsive) or $infix == \"\") {\n          @include generate-utility($utility, $infix, true);\n        }\n      }\n    }\n  }\n}\n\n\n// Print utilities\n@media print {\n  @each $key, $utility in $utilities {\n    // The utility can be disabled with `false`, thus check if the utility is a map first\n    // Then check if the utility needs print styles\n    @if type-of($utility) == \"map\" and map-get($utility, print) == true {\n      @include generate-utility($utility, \"-print\");\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/develop/_static/styles/pydata-sphinx-theme.css b/develop/_static/styles/pydata-sphinx-theme.css
index 3610bf34f..ca295d8a6 100644
--- a/develop/_static/styles/pydata-sphinx-theme.css
+++ b/develop/_static/styles/pydata-sphinx-theme.css
@@ -1,2 +1 @@
-html{--pst-header-height:4rem;--pst-header-article-height:calc(var(--pst-header-height)*2/3);--pst-sidebar-secondary:17rem;--pst-font-size-base:1rem;--pst-font-size-h1:2.5rem;--pst-font-size-h2:2rem;--pst-font-size-h3:1.75rem;--pst-font-size-h4:1.5rem;--pst-font-size-h5:1.25rem;--pst-font-size-h6:1.1rem;--pst-font-size-milli:0.9rem;--pst-sidebar-font-size:0.9rem;--pst-sidebar-font-size-mobile:1.1rem;--pst-sidebar-header-font-size:1.2rem;--pst-sidebar-header-font-weight:600;--pst-admonition-font-weight-heading:600;--pst-font-weight-caption:300;--pst-font-weight-heading:400;--pst-font-family-base-system:-apple-system,"BlinkMacSystemFont","Segoe UI","Helvetica Neue","Arial",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol";--pst-font-family-monospace-system:"SFMono-Regular","Menlo","Consolas","Monaco","Liberation Mono","Lucida Console",monospace;--pst-font-family-base:var(--pst-font-family-base-system);--pst-font-family-heading:var(--pst-font-family-base-system);--pst-font-family-monospace:var(--pst-font-family-monospace-system);--pst-font-size-icon:1.5rem;--pst-icon-check-circle:"";--pst-icon-info-circle:"";--pst-icon-exclamation-triangle:"";--pst-icon-exclamation-circle:"";--pst-icon-times-circle:"";--pst-icon-lightbulb:"";--pst-icon-download:"";--pst-icon-angle-left:"";--pst-icon-angle-right:"";--pst-icon-external-link:"";--pst-icon-search-minus:"";--pst-icon-github:"";--pst-icon-gitlab:"";--pst-icon-share:"";--pst-icon-bell:"";--pst-icon-pencil:"";--pst-breadcrumb-divider:"";--pst-icon-admonition-default:var(--pst-icon-bell);--pst-icon-admonition-note:var(--pst-icon-info-circle);--pst-icon-admonition-attention:var(--pst-icon-exclamation-circle);--pst-icon-admonition-caution:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-warning:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-danger:var(--pst-icon-exclamation-triangle);--pst-icon-admonition-error:var(--pst-icon-times-circle);--pst-icon-admonition-hint:var(--pst-icon-lightbulb);--pst-icon-admonition-tip:var(--pst-icon-lightbulb);--pst-icon-admonition-important:var(--pst-icon-exclamation-circle);--pst-icon-admonition-seealso:var(--pst-icon-share);--pst-icon-admonition-todo:var(--pst-icon-pencil);--pst-icon-versionmodified-default:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-added:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-changed:var(--pst-icon-exclamation-circle);--pst-icon-versionmodified-deprecated:var(--pst-icon-exclamation-circle);font-size:var(--pst-font-size-base);scroll-padding-top:calc(var(--pst-header-height) + 1rem)}body{background-color:var(--pst-color-background);color:var(--pst-color-text-base);display:flex;flex-direction:column;font-family:var(--pst-font-family-base);font-weight:400;line-height:1.65;min-height:100vh}body::-webkit-scrollbar-track{background-color:var(--pst-color-background)}p{font-size:1em;margin-bottom:1.15rem}p.rubric{border-bottom:1px solid var(--pst-color-border)}p.centered{text-align:center}a{word-wrap:break-word;color:var(--pst-color-link);text-decoration:underline;text-decoration-thickness:max(1px,.0625rem);text-underline-offset:.1578em}a:hover{color:var(--pst-color-link-hover);text-decoration-skip-ink:none;text-decoration-thickness:max(3px,.1875rem,.12em)}a:active,a:visited{color:var(--pst-color-link)}a:visited:hover{color:var(--pst-color-link-hover)}a.headerlink{color:var(--pst-color-secondary);font-size:.8em;margin-left:.2em;opacity:.7;padding:0 4px;text-decoration:none;transition:all .2s ease-out;user-select:none}a.headerlink:hover{opacity:1}a.github:before,a.gitlab:before{color:var(--pst-color-text-muted);font:var(--fa-font-brands);margin-right:.25rem}a.github:before{content:var(--pst-icon-github)}a.gitlab:before{content:var(--pst-icon-gitlab)}h1,h2,h3,h4,h5,h6{font-family:var(--pst-font-family-heading);font-weight:var(--pst-font-weight-heading);line-height:1.15;margin:2.75rem 0 1.05rem}h1{font-size:var(--pst-font-size-h1);margin-top:0}h1,h2{color:var(--pst-heading-color)}h2{font-size:var(--pst-font-size-h2)}h3{font-size:var(--pst-font-size-h3)}h3,h4{color:var(--pst-heading-color)}h4{font-size:var(--pst-font-size-h4)}h5{font-size:var(--pst-font-size-h5)}h5,h6{color:var(--pst-color-text-base)}h6{font-size:var(--pst-font-size-h6)}.text_small,small{font-size:var(--pst-font-size-milli)}hr{border:0;border-top:1px solid var(--pst-color-border)}code,kbd,pre,samp{font-family:var(--pst-font-family-monospace)}kbd{background-color:var(--pst-color-on-background);color:var(--pst-color-text-muted)}kbd:not(.compound){border:1px solid var(--pst-color-border);box-shadow:1px 1px 1px var(--pst-color-shadow);margin:0 .1rem;padding:.1rem .4rem}code{color:var(--pst-color-inline-code)}pre{background-color:var(--pst-color-surface);border:1px solid var(--pst-color-border);border-radius:.25rem;color:var(--pst-color-text-base);line-height:1.2em;margin:1.5em 0;padding:1rem}pre .linenos{opacity:.8;padding-right:10px}#pst-back-to-top{background-color:var(--pst-color-secondary);border:none;color:var(--pst-color-secondary-text);display:none;left:50vw;position:fixed;top:90vh;transform:translate(-50%);z-index:1080}#pst-back-to-top 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table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content .nboutput .output_area.rendered_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content .nboutput .output_area .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}html[data-theme=dark] .bd-content .nboutput .output_area.stderr{background-color:var(--pst-color-danger)}div.nblast.container{margin-bottom:1rem}div.cell_output .output{max-width:100%;overflow-x:auto}.bd-content div.cell_output table.dataframe{color:var(--pst-color-table);border:1px solid var(--pst-color-table-outer-border)}.bd-content div.cell_output table.dataframe th~th,.bd-content div.cell_output table.dataframe th~td,.bd-content div.cell_output table.dataframe td~th,.bd-content div.cell_output table.dataframe td~td{border-left:1px solid var(--pst-color-table-inner-border)}.bd-content div.cell_output table.dataframe thead tr{background-color:var(--pst-color-table-heading-bg);border-bottom:2px solid var(--pst-color-primary)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(odd){background-color:var(--pst-color-table-row-zebra-low-bg)}.bd-content div.cell_output table.dataframe tbody tr:nth-child(even){background-color:var(--pst-color-table-row-zebra-high-bg)}.bd-content div.cell_output table.dataframe tbody tr:hover{background-color:var(--pst-color-table-row-hover-bg)}html[data-theme=dark] .bd-content div.cell_output img,html[data-theme=dark] .bd-content div.cell_output .text_html:not(:has(table.dataframe)),html[data-theme=dark] .bd-content div.cell_output .widget-subarea{color:var(--pst-color-on-background);background-color:var(--pst-color-text-base);border-radius:.25rem;padding:.5rem}.bd-content div.cell_input{display:flex;flex-direction:column;justify-content:stretch}.bd-content div.cell_input,.bd-content div.output{border-radius:.25rem}.bd-content div.output table{table-layout:auto}html[data-theme=dark] .bd-content img.leaflet-tile.leaflet-tile-loaded{border-radius:0;padding:0}.bd-search-container div#search-results>h2{font-size:var(--pst-font-size-icon);margin-top:1rem}.bd-search-container div#search-results p.search-summary{color:var(--pst-color-text-muted)}.bd-search-container ul.search{margin:0;list-style:none}.bd-search-container ul.search li{background-image:none;padding:1rem 0;margin:1rem 0;border-top:1px solid var(--pst-color-text-muted)}.bd-search-container ul.search li>a{font-size:1.2em}.bd-search-container ul.search li div.context,.bd-search-container ul.search li p.context{color:var(--pst-color-text-base);margin:.5em 0 0}.bd-search-container ul.search li div.context a::before,.bd-search-container ul.search li p.context a::before{content:\"#\";padding-right:.2em;color:var(--pst-color-text-muted)}","html {\n  /*****************************************************************************\n  * Overall Layout Variables\n  */\n\n  // Header height will impact the top offset for many sections\n  // Article header is 66% of Header\n  --pst-header-height: 4rem;\n  --pst-header-article-height: calc(var(--pst-header-height) * 2 / 3);\n  --pst-sidebar-secondary: 17rem;\n}\n\n/*******************************************************************************\n* Breakpoints that trigger UI changes\n*\n* Note that media-breakpoint-down begins at the next highest level!\n* So we should choose a media-breakpoint-down one *lower* than when we want to start\n* example: media-breakpoint-up(md) and media-breakpoint-down(sm) trigger at the same time\n* ref: https://github.com/twbs/bootstrap/issues/31214\n*/\n$breakpoint-sidebar-primary: lg; // When we collapse the primary sidebar\n$breakpoint-sidebar-secondary: xl; // When we collapse the secondary sidebar\n$breakpoint-page-width: 88rem; // taken from sphinx-basic-ng, which we are ultimately going to inherit\n\n/*******************************************************************************\n* Define the animation behaviour\n*/\n$animation-time: 200ms;\n\n/*******************************************************************************\n* UI shaping and padding\n*/\n$admonition-border-radius: 0.25rem;\n\n// In this theme, some focus rings have rounded corners while others do not.\n// This variable sets the border radius for the rounded focus rings.\n$focus-ring-radius: 0.125rem; // 2px at 100% zoom and 16px base font.\n\n$navbar-link-padding-y: 0.25rem;\n","html {\n  /*****************************************************************************\n  * Font features used in this theme\n  */\n\n  // base font size - applied at body/html level\n  --pst-font-size-base: 1rem;\n\n  // heading font sizes based on bootstrap sizing\n  --pst-font-size-h1: 2.5rem;\n  --pst-font-size-h2: 2rem;\n  --pst-font-size-h3: 1.75rem;\n  --pst-font-size-h4: 1.5rem;\n  --pst-font-size-h5: 1.25rem;\n  --pst-font-size-h6: 1.1rem;\n\n  // smaller than heading font sizes\n  --pst-font-size-milli: 0.9rem;\n\n  // Sidebar styles\n  --pst-sidebar-font-size: 0.9rem;\n  --pst-sidebar-font-size-mobile: 1.1rem;\n  --pst-sidebar-header-font-size: 1.2rem;\n  --pst-sidebar-header-font-weight: 600;\n\n  // Admonition styles\n  --pst-admonition-font-weight-heading: 600;\n\n  // Font weights\n  --pst-font-weight-caption: 300;\n  --pst-font-weight-heading: 400;\n\n  // Font family\n  // These are adapted from https://systemfontstack.com/ */\n  --pst-font-family-base-system: -apple-system, \"BlinkMacSystemFont\", \"Segoe UI\",\n    \"Helvetica Neue\", \"Arial\", sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\",\n    \"Segoe UI Symbol\";\n  --pst-font-family-monospace-system: \"SFMono-Regular\", \"Menlo\", \"Consolas\",\n    \"Monaco\", \"Liberation Mono\", \"Lucida Console\", monospace;\n  --pst-font-family-base: var(--pst-font-family-base-system);\n  --pst-font-family-heading: var(--pst-font-family-base-system);\n  --pst-font-family-monospace: var(--pst-font-family-monospace-system);\n}\n\n$line-height-body: 1.65;\n","html {\n  /*****************************************************************************\n  * Icon\n  */\n\n  // Font size across all icons\n  --pst-font-size-icon: 1.5rem;\n\n  // Font Awesome default icons\n  --pst-icon-check-circle: \"\\f058\"; // fa-solid fa-circle-check\n  --pst-icon-info-circle: \"\\f05a\"; // fa-solid fa-circle-info\n  --pst-icon-exclamation-triangle: \"\\f071\"; // fa-solid fa-triangle-exclamation\n  --pst-icon-exclamation-circle: \"\\f06a\"; // fa-solid fa-circle-exclamation\n  --pst-icon-times-circle: \"\\f057\"; // fa-solid fa-circle-xmark\n  --pst-icon-lightbulb: \"\\f0eb\"; // fa-solid fa-lightbulb\n  --pst-icon-download: \"\\f019\"; // fa-solid fa-download\n  --pst-icon-angle-left: \"\\f104\"; // fa-solid fa-angle-left\n  --pst-icon-angle-right: \"\\f105\"; // fa-solid fa-angle-right\n  --pst-icon-external-link: \"\\f35d\"; // fa-solid fa-up-right-from-square\n  --pst-icon-search-minus: \"\\f010\"; // fa-solid fa-magnifying-glass-minus\n  --pst-icon-github: \"\\f09b\"; // fa-brands fa-github\n  --pst-icon-gitlab: \"\\f296\"; // fa-brands fa-gitlab\n  --pst-icon-share: \"\\f064\"; // fa-solid fa-share\n  --pst-icon-bell: \"\\f0f3\"; // fa-solid fa-bell\n  --pst-icon-pencil: \"\\f303\"; // fa-solid fa-pencil\n\n  // Bootstrap icons\n  --pst-breadcrumb-divider: \"\\f105\";\n}\n","html {\n  /*****************************************************************************\n  * Admonitions\n  **/\n\n  --pst-icon-admonition-default: var(--pst-icon-bell);\n  --pst-icon-admonition-note: var(--pst-icon-info-circle);\n  --pst-icon-admonition-attention: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-caution: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-warning: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-danger: var(--pst-icon-exclamation-triangle);\n  --pst-icon-admonition-error: var(--pst-icon-times-circle);\n  --pst-icon-admonition-hint: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-tip: var(--pst-icon-lightbulb);\n  --pst-icon-admonition-important: var(--pst-icon-exclamation-circle);\n  --pst-icon-admonition-seealso: var(--pst-icon-share);\n  --pst-icon-admonition-todo: var(--pst-icon-pencil);\n}\n","html {\n  /*****************************************************************************\n  * versionmodified\n  **/\n\n  --pst-icon-versionmodified-default: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-added: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-changed: var(--pst-icon-exclamation-circle);\n  --pst-icon-versionmodified-deprecated: var(--pst-icon-exclamation-circle);\n}\n","html {\n  font-size: var(--pst-font-size-base);\n  scroll-padding-top: calc(var(--pst-header-height) + 1rem);\n}\n\nbody {\n  background-color: var(--pst-color-background);\n  font-family: var(--pst-font-family-base);\n  font-weight: 400;\n  line-height: $line-height-body;\n  color: var(--pst-color-text-base);\n  min-height: 100vh;\n  display: flex;\n  flex-direction: column;\n\n  // hack to avoid the black background on some browser including Safari\n  &::-webkit-scrollbar-track {\n    background-color: var(--pst-color-background);\n  }\n}\n\np {\n  margin-bottom: 1.15rem;\n  font-size: 1em;\n\n  /* section header in docstring pages */\n  &.rubric {\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  &.centered {\n    text-align: center;\n  }\n}\n\na {\n  @include link-style-default;\n\n  // The # anchor that appears on hover over headings\n  &.headerlink {\n    color: var(--pst-color-secondary);\n    opacity: 0.7;\n    font-size: 0.8em;\n    padding: 0 4px;\n    margin-left: 0.2em;\n    text-decoration: none;\n    transition: all 0.2s ease-out;\n    user-select: none;\n\n    &:hover {\n      opacity: 1;\n    }\n  }\n\n  // set up a icon next to the shorten links from github and gitlab\n  &.github,\n  &.gitlab {\n    &::before {\n      color: var(--pst-color-text-muted);\n      font: var(--fa-font-brands);\n      margin-right: 0.25rem;\n    }\n  }\n\n  &.github::before {\n    content: var(--pst-icon-github);\n  }\n\n  &.gitlab::before {\n    content: var(--pst-icon-gitlab);\n  }\n}\n\n%heading-style {\n  margin: 2.75rem 0 1.05rem;\n  font-family: var(--pst-font-family-heading);\n  font-weight: var(--pst-font-weight-heading);\n  line-height: 1.15;\n}\n\nh1 {\n  @extend %heading-style;\n\n  margin-top: 0;\n  font-size: var(--pst-font-size-h1);\n  color: var(--pst-heading-color);\n}\n\nh2 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h2);\n  color: var(--pst-heading-color);\n}\n\nh3 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h3);\n  color: var(--pst-heading-color);\n}\n\nh4 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h4);\n  color: var(--pst-heading-color);\n}\n\nh5 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h5);\n  color: var(--pst-color-text-base);\n}\n\nh6 {\n  @extend %heading-style;\n\n  font-size: var(--pst-font-size-h6);\n  color: var(--pst-color-text-base);\n}\n\nsmall,\n.text_small {\n  font-size: var(--pst-font-size-milli);\n}\n\nhr {\n  border: 0;\n  border-top: 1px solid var(--pst-color-border);\n}\n\npre,\ncode,\nkbd,\nsamp {\n  font-family: var(--pst-font-family-monospace);\n}\n\nkbd {\n  // use theme negative\n  background-color: var(--pst-color-on-background);\n  color: var(--pst-color-text-muted);\n\n  // Compound keyboard elements will have nested kbd in them, so this prevents double lines\n  &:not(.compound) {\n    border: 1px solid var(--pst-color-border);\n    margin: 0 0.1rem;\n    padding: 0.1rem 0.4rem;\n    box-shadow: 1px 1px 1px var(--pst-color-shadow);\n  }\n}\n\ncode {\n  color: var(--pst-color-inline-code);\n}\n\npre {\n  margin: 1.5em 0;\n  padding: 1rem;\n  background-color: var(--pst-color-surface);\n  color: var(--pst-color-text-base);\n  line-height: 1.2em;\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  .linenos {\n    // minimum opacity to make the line numbers WCAG AA conformant\n    opacity: 0.8;\n    padding-right: 10px;\n  }\n}\n\n// the back to top btn\n#pst-back-to-top {\n  z-index: $zindex-tooltip;\n  position: fixed;\n  display: none;\n  top: 90vh;\n  left: 50vw;\n  transform: translate(-50%);\n  color: var(--pst-color-secondary-text);\n  background-color: var(--pst-color-secondary);\n  border: none;\n\n  .fa-arrow-up {\n    // Using margin instead of a space character prevents the space between the\n    // icon and the text from being underlined when the button is hovered.\n    margin-inline-end: 0.5em;\n  }\n\n  &:hover {\n    @include link-style-hover;\n\n    text-decoration-thickness: 1px;\n    background-color: var(--pst-violet-600);\n    color: var(--pst-color-secondary-text);\n  }\n\n  &:focus-visible {\n    box-shadow: none;\n    outline: $focus-ring-outline;\n    outline-color: var(--pst-color-secondary);\n    outline-offset: $focus-ring-width;\n  }\n}\n\n// Focus ring\n// ----------\n// Note: The Bootstrap stylesheet provides the focus ring (customized by this\n// theme via Sass variables in _bootstrap.scss) in some cases. This rule covers\n// all other cases.\n:focus-visible {\n  outline: $focus-ring-outline;\n  box-shadow: none; // override Bootstrap\n}\n","// Consistent styling for links\n// ============================\n\n@use \"sass:string\";\n\n// Define some useful variables for links styling consistency\n\n// The default thickness of the underline for links will be either:\n//  - 1px\n//  - 0.0625rem if it's thicker than 1px because the user has changed the text\n//    size in their browser\n$link-underline-thickness: string.unquote(\"max(1px, .0625rem)\") !default;\n\n// Offset of link underlines from text baseline\n// The default is 3px expressed as ems, as calculated against the default body\n// font size (on desktop).\n$link-underline-offset: 0.1578em !default;\n\n// Thickness of link underlines in hover state\n// The default for each link will be the thickest of the following:\n//  - 3px\n//  - 0.1875rem, if it's thicker than 3px because the user has changed the text\n//    size in their browser\n//  - 0.12em (relative to the link's text size)\n$link-hover-decoration-thickness: string.unquote(\n  \"max(3px, .1875rem, .12em)\"\n) !default;\n\n// Ensures links have an underline decoration by default - needed to meet\n// WCAG SC 1.4.1\n@mixin link-decoration {\n  text-decoration: underline;\n\n  @if $link-underline-thickness {\n    text-decoration-thickness: $link-underline-thickness;\n  }\n\n  @if $link-underline-offset {\n    text-underline-offset: $link-underline-offset;\n  }\n}\n\n// Ensures links have an underline decoration on hover - distinct from the\n// default behaviour\n@mixin link-decoration-hover {\n  @if $link-hover-decoration-thickness {\n    text-decoration-thickness: $link-hover-decoration-thickness;\n\n    // Disable ink skipping on underlines on hover.\n    text-decoration-skip-ink: none;\n  }\n}\n\n// Simple hover style - can be used alone or in conjunction with other mixins\n// Add the text underline and change in thickness on hover.\n// Intended for use with the `:hover` pseudo-class.\n@mixin link-style-hover {\n  @include link-decoration;\n  @include link-decoration-hover;\n\n  color: var(--pst-color-link-hover);\n}\n\n// Default link styles\n// -------------------\n// Defines: default unvisited, visited, hover, and active.\n// TODO: @trallard to improve focus styles in subsequent PR\n@mixin link-style-default {\n  // So that really long links don't spill out of their container\n  word-wrap: break-word;\n  color: var(--pst-color-link);\n\n  @include link-decoration;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to add active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link);\n  }\n\n  // Visited should still be hoverable\n  &:visited {\n    color: var(--pst-color-link);\n\n    &:hover {\n      color: var(--pst-color-link-hover);\n    }\n  }\n}\n\n// Text link styles\n// ----------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation bar links.\n@mixin link-style-text {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration;\n    @include link-decoration-hover;\n  }\n}\n\n// Sidebar and TOC links\n// ---------------------\n// Makes links use the muted text colour and removes the underline.\n// Use this mixin for navigation the primary sidebar and table of contents.\n// Active and hover should work together rather than one overriding the other.\n@mixin link-sidebar {\n  color: var(--pst-color-text-muted);\n  text-decoration: none;\n\n  &:hover {\n    text-decoration: underline;\n    background-color: transparent;\n    color: var(--pst-color-link-hover);\n\n    @include link-decoration-hover;\n  }\n\n  // TODO: @trallard to update active styles in subsequent PR\n  &:active {\n    color: var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    box-shadow: $focus-ring-box-shadow;\n    outline: none;\n    z-index: 10; // keep focus ring on top (prevent the link-sidebar-current notch from lying on top of the ring)\n  }\n}\n\n// Sidebar current page link styles\n// --------------------------------\n// Adds a vertical line on the left hand side of the link to indicate that\n// it's the current page. Note this is distinct from an active state.\n// Used on the primary sidebar and the TOC.\n// We want the side box shadow to have the same thickness as the hover underline\n@mixin link-sidebar-current {\n  font-weight: 600;\n  color: var(--pst-color-primary);\n\n  @if $link-hover-decoration-thickness {\n    $notch-shadow: inset\n      $link-hover-decoration-thickness\n      0\n      0\n      var(--pst-color-primary);\n\n    box-shadow: $notch-shadow;\n\n    &:focus-visible {\n      box-shadow: $notch-shadow, $focus-ring-box-shadow;\n      outline: none;\n    }\n  }\n}\n\n// Heaver navbar text and icon links\n// ---------------------------------\n// (includes light/dark mode button)\n\n// This mixin makes it possible to show hover/underline and focus/ring styles at\n// the same time. The trick is to use:\n//    - a pseudo-element with bottom border for the hover underline\n//    - a CSS outline for the focus ring.\n\n// Normally we use box-shadow for underline and outline for focus ring. But we\n// cannot apply box-shadow and outline together on the same element because the\n// border-radius value that we use to round the outline will also round the\n// box-shadow used for the underline. We also cannot use text-underline because\n// it does not work on non-text links, nor do we want to use it on text links\n// that we want to treat as blocks, such as the header nav links because the\n// underline will wrap across two lines if the link text also wraps across two\n// lines.\n@mixin link-style-block {\n  color: var(--pst-color-text-muted);\n\n  // Set position relative so that the child ::before pseudo-element's absolute\n  // position is relative to this element.\n  position: relative;\n\n  // Set up pseudo-element used for hover underline styles\n  &::before {\n    content: \"\";\n    display: block;\n    position: absolute;\n    inset: 0;\n    background-color: transparent;\n\n    @if $link-hover-decoration-thickness {\n      bottom: calc(-1 * $link-hover-decoration-thickness);\n      margin: $link-hover-decoration-thickness 0;\n    }\n  }\n\n  &:hover {\n    color: var(--pst-color-secondary);\n    text-decoration: none; // override the link-style-hover mixin\n    &::before {\n      @if $link-hover-decoration-thickness {\n        border-bottom: $link-hover-decoration-thickness\n          solid\n          var(--pst-color-secondary);\n      }\n    }\n  }\n\n  &:focus-visible {\n    box-shadow: none; // override Bootstrap\n    outline: 3px solid var(--pst-color-accent);\n    outline-offset: 3px;\n  }\n}\n","// Variables\n//\n// Variables should follow the `$component-state-property-size` formula for\n// consistent naming. Ex: $nav-link-disabled-color and $modal-content-box-shadow-xs.\n\n// Color system\n\n// scss-docs-start gray-color-variables\n$white:    #fff !default;\n$gray-100: #f8f9fa !default;\n$gray-200: #e9ecef !default;\n$gray-300: #dee2e6 !default;\n$gray-400: #ced4da !default;\n$gray-500: #adb5bd !default;\n$gray-600: #6c757d !default;\n$gray-700: #495057 !default;\n$gray-800: #343a40 !default;\n$gray-900: #212529 !default;\n$black:    #000 !default;\n// scss-docs-end gray-color-variables\n\n// fusv-disable\n// scss-docs-start gray-colors-map\n$grays: (\n  \"100\": $gray-100,\n  \"200\": $gray-200,\n  \"300\": $gray-300,\n  \"400\": $gray-400,\n  \"500\": $gray-500,\n  \"600\": $gray-600,\n  \"700\": $gray-700,\n  \"800\": $gray-800,\n  \"900\": $gray-900\n) !default;\n// scss-docs-end gray-colors-map\n// fusv-enable\n\n// scss-docs-start color-variables\n$blue:    #0d6efd !default;\n$indigo:  #6610f2 !default;\n$purple:  #6f42c1 !default;\n$pink:    #d63384 !default;\n$red:     #dc3545 !default;\n$orange:  #fd7e14 !default;\n$yellow:  #ffc107 !default;\n$green:   #198754 !default;\n$teal:    #20c997 !default;\n$cyan:    #0dcaf0 !default;\n// scss-docs-end color-variables\n\n// scss-docs-start colors-map\n$colors: (\n  \"blue\":       $blue,\n  \"indigo\":     $indigo,\n  \"purple\":     $purple,\n  \"pink\":       $pink,\n  \"red\":        $red,\n  \"orange\":     $orange,\n  \"yellow\":     $yellow,\n  \"green\":      $green,\n  \"teal\":       $teal,\n  \"cyan\":       $cyan,\n  \"black\":      $black,\n  \"white\":      $white,\n  \"gray\":       $gray-600,\n  \"gray-dark\":  $gray-800\n) !default;\n// scss-docs-end colors-map\n\n// The contrast ratio to reach against white, to determine if color changes from \"light\" to \"dark\". Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n$min-contrast-ratio:   4.5 !default;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$color-contrast-dark:      $black !default;\n$color-contrast-light:     $white !default;\n\n// fusv-disable\n$blue-100: tint-color($blue, 80%) !default;\n$blue-200: tint-color($blue, 60%) !default;\n$blue-300: tint-color($blue, 40%) !default;\n$blue-400: tint-color($blue, 20%) !default;\n$blue-500: $blue !default;\n$blue-600: shade-color($blue, 20%) !default;\n$blue-700: shade-color($blue, 40%) !default;\n$blue-800: shade-color($blue, 60%) !default;\n$blue-900: shade-color($blue, 80%) !default;\n\n$indigo-100: tint-color($indigo, 80%) !default;\n$indigo-200: tint-color($indigo, 60%) !default;\n$indigo-300: tint-color($indigo, 40%) !default;\n$indigo-400: tint-color($indigo, 20%) !default;\n$indigo-500: $indigo !default;\n$indigo-600: shade-color($indigo, 20%) !default;\n$indigo-700: shade-color($indigo, 40%) !default;\n$indigo-800: shade-color($indigo, 60%) !default;\n$indigo-900: shade-color($indigo, 80%) !default;\n\n$purple-100: tint-color($purple, 80%) !default;\n$purple-200: tint-color($purple, 60%) !default;\n$purple-300: tint-color($purple, 40%) !default;\n$purple-400: tint-color($purple, 20%) !default;\n$purple-500: $purple !default;\n$purple-600: shade-color($purple, 20%) !default;\n$purple-700: shade-color($purple, 40%) !default;\n$purple-800: shade-color($purple, 60%) !default;\n$purple-900: shade-color($purple, 80%) !default;\n\n$pink-100: tint-color($pink, 80%) !default;\n$pink-200: tint-color($pink, 60%) !default;\n$pink-300: tint-color($pink, 40%) !default;\n$pink-400: tint-color($pink, 20%) !default;\n$pink-500: $pink !default;\n$pink-600: shade-color($pink, 20%) !default;\n$pink-700: shade-color($pink, 40%) !default;\n$pink-800: shade-color($pink, 60%) !default;\n$pink-900: shade-color($pink, 80%) !default;\n\n$red-100: tint-color($red, 80%) !default;\n$red-200: tint-color($red, 60%) !default;\n$red-300: tint-color($red, 40%) !default;\n$red-400: tint-color($red, 20%) !default;\n$red-500: $red !default;\n$red-600: shade-color($red, 20%) !default;\n$red-700: shade-color($red, 40%) !default;\n$red-800: shade-color($red, 60%) !default;\n$red-900: shade-color($red, 80%) !default;\n\n$orange-100: tint-color($orange, 80%) !default;\n$orange-200: tint-color($orange, 60%) !default;\n$orange-300: tint-color($orange, 40%) !default;\n$orange-400: tint-color($orange, 20%) !default;\n$orange-500: $orange !default;\n$orange-600: shade-color($orange, 20%) !default;\n$orange-700: shade-color($orange, 40%) !default;\n$orange-800: shade-color($orange, 60%) !default;\n$orange-900: shade-color($orange, 80%) !default;\n\n$yellow-100: tint-color($yellow, 80%) !default;\n$yellow-200: tint-color($yellow, 60%) !default;\n$yellow-300: tint-color($yellow, 40%) !default;\n$yellow-400: tint-color($yellow, 20%) !default;\n$yellow-500: $yellow !default;\n$yellow-600: shade-color($yellow, 20%) !default;\n$yellow-700: shade-color($yellow, 40%) !default;\n$yellow-800: shade-color($yellow, 60%) !default;\n$yellow-900: shade-color($yellow, 80%) !default;\n\n$green-100: tint-color($green, 80%) !default;\n$green-200: tint-color($green, 60%) !default;\n$green-300: tint-color($green, 40%) !default;\n$green-400: tint-color($green, 20%) !default;\n$green-500: $green !default;\n$green-600: shade-color($green, 20%) !default;\n$green-700: shade-color($green, 40%) !default;\n$green-800: shade-color($green, 60%) !default;\n$green-900: shade-color($green, 80%) !default;\n\n$teal-100: tint-color($teal, 80%) !default;\n$teal-200: tint-color($teal, 60%) !default;\n$teal-300: tint-color($teal, 40%) !default;\n$teal-400: tint-color($teal, 20%) !default;\n$teal-500: $teal !default;\n$teal-600: shade-color($teal, 20%) !default;\n$teal-700: shade-color($teal, 40%) !default;\n$teal-800: shade-color($teal, 60%) !default;\n$teal-900: shade-color($teal, 80%) !default;\n\n$cyan-100: tint-color($cyan, 80%) !default;\n$cyan-200: tint-color($cyan, 60%) !default;\n$cyan-300: tint-color($cyan, 40%) !default;\n$cyan-400: tint-color($cyan, 20%) !default;\n$cyan-500: $cyan !default;\n$cyan-600: shade-color($cyan, 20%) !default;\n$cyan-700: shade-color($cyan, 40%) !default;\n$cyan-800: shade-color($cyan, 60%) !default;\n$cyan-900: shade-color($cyan, 80%) !default;\n\n$blues: (\n  \"blue-100\": $blue-100,\n  \"blue-200\": $blue-200,\n  \"blue-300\": $blue-300,\n  \"blue-400\": $blue-400,\n  \"blue-500\": $blue-500,\n  \"blue-600\": $blue-600,\n  \"blue-700\": $blue-700,\n  \"blue-800\": $blue-800,\n  \"blue-900\": $blue-900\n) !default;\n\n$indigos: (\n  \"indigo-100\": $indigo-100,\n  \"indigo-200\": $indigo-200,\n  \"indigo-300\": $indigo-300,\n  \"indigo-400\": $indigo-400,\n  \"indigo-500\": $indigo-500,\n  \"indigo-600\": $indigo-600,\n  \"indigo-700\": $indigo-700,\n  \"indigo-800\": $indigo-800,\n  \"indigo-900\": $indigo-900\n) !default;\n\n$purples: (\n  \"purple-100\": $purple-100,\n  \"purple-200\": $purple-200,\n  \"purple-300\": $purple-300,\n  \"purple-400\": $purple-400,\n  \"purple-500\": $purple-500,\n  \"purple-600\": $purple-600,\n  \"purple-700\": $purple-700,\n  \"purple-800\": $purple-800,\n  \"purple-900\": $purple-900\n) !default;\n\n$pinks: (\n  \"pink-100\": $pink-100,\n  \"pink-200\": $pink-200,\n  \"pink-300\": $pink-300,\n  \"pink-400\": $pink-400,\n  \"pink-500\": $pink-500,\n  \"pink-600\": $pink-600,\n  \"pink-700\": $pink-700,\n  \"pink-800\": $pink-800,\n  \"pink-900\": $pink-900\n) !default;\n\n$reds: (\n  \"red-100\": $red-100,\n  \"red-200\": $red-200,\n  \"red-300\": $red-300,\n  \"red-400\": $red-400,\n  \"red-500\": $red-500,\n  \"red-600\": $red-600,\n  \"red-700\": $red-700,\n  \"red-800\": $red-800,\n  \"red-900\": $red-900\n) !default;\n\n$oranges: (\n  \"orange-100\": $orange-100,\n  \"orange-200\": $orange-200,\n  \"orange-300\": $orange-300,\n  \"orange-400\": $orange-400,\n  \"orange-500\": $orange-500,\n  \"orange-600\": $orange-600,\n  \"orange-700\": $orange-700,\n  \"orange-800\": $orange-800,\n  \"orange-900\": $orange-900\n) !default;\n\n$yellows: (\n  \"yellow-100\": $yellow-100,\n  \"yellow-200\": $yellow-200,\n  \"yellow-300\": $yellow-300,\n  \"yellow-400\": $yellow-400,\n  \"yellow-500\": $yellow-500,\n  \"yellow-600\": $yellow-600,\n  \"yellow-700\": $yellow-700,\n  \"yellow-800\": $yellow-800,\n  \"yellow-900\": $yellow-900\n) !default;\n\n$greens: (\n  \"green-100\": $green-100,\n  \"green-200\": $green-200,\n  \"green-300\": $green-300,\n  \"green-400\": $green-400,\n  \"green-500\": $green-500,\n  \"green-600\": $green-600,\n  \"green-700\": $green-700,\n  \"green-800\": $green-800,\n  \"green-900\": $green-900\n) !default;\n\n$teals: (\n  \"teal-100\": $teal-100,\n  \"teal-200\": $teal-200,\n  \"teal-300\": $teal-300,\n  \"teal-400\": $teal-400,\n  \"teal-500\": $teal-500,\n  \"teal-600\": $teal-600,\n  \"teal-700\": $teal-700,\n  \"teal-800\": $teal-800,\n  \"teal-900\": $teal-900\n) !default;\n\n$cyans: (\n  \"cyan-100\": $cyan-100,\n  \"cyan-200\": $cyan-200,\n  \"cyan-300\": $cyan-300,\n  \"cyan-400\": $cyan-400,\n  \"cyan-500\": $cyan-500,\n  \"cyan-600\": $cyan-600,\n  \"cyan-700\": $cyan-700,\n  \"cyan-800\": $cyan-800,\n  \"cyan-900\": $cyan-900\n) !default;\n// fusv-enable\n\n// scss-docs-start theme-color-variables\n$primary:       $blue !default;\n$secondary:     $gray-600 !default;\n$success:       $green !default;\n$info:          $cyan !default;\n$warning:       $yellow !default;\n$danger:        $red !default;\n$light:         $gray-100 !default;\n$dark:          $gray-900 !default;\n// scss-docs-end theme-color-variables\n\n// scss-docs-start theme-colors-map\n$theme-colors: (\n  \"primary\":    $primary,\n  \"secondary\":  $secondary,\n  \"success\":    $success,\n  \"info\":       $info,\n  \"warning\":    $warning,\n  \"danger\":     $danger,\n  \"light\":      $light,\n  \"dark\":       $dark\n) !default;\n// scss-docs-end theme-colors-map\n\n// scss-docs-start theme-text-variables\n$primary-text-emphasis:   shade-color($primary, 60%) !default;\n$secondary-text-emphasis: shade-color($secondary, 60%) !default;\n$success-text-emphasis:   shade-color($success, 60%) !default;\n$info-text-emphasis:      shade-color($info, 60%) !default;\n$warning-text-emphasis:   shade-color($warning, 60%) !default;\n$danger-text-emphasis:    shade-color($danger, 60%) !default;\n$light-text-emphasis:     $gray-700 !default;\n$dark-text-emphasis:      $gray-700 !default;\n// scss-docs-end theme-text-variables\n\n// scss-docs-start theme-bg-subtle-variables\n$primary-bg-subtle:       tint-color($primary, 80%) !default;\n$secondary-bg-subtle:     tint-color($secondary, 80%) !default;\n$success-bg-subtle:       tint-color($success, 80%) !default;\n$info-bg-subtle:          tint-color($info, 80%) !default;\n$warning-bg-subtle:       tint-color($warning, 80%) !default;\n$danger-bg-subtle:        tint-color($danger, 80%) !default;\n$light-bg-subtle:         mix($gray-100, $white) !default;\n$dark-bg-subtle:          $gray-400 !default;\n// scss-docs-end theme-bg-subtle-variables\n\n// scss-docs-start theme-border-subtle-variables\n$primary-border-subtle:   tint-color($primary, 60%) !default;\n$secondary-border-subtle: tint-color($secondary, 60%) !default;\n$success-border-subtle:   tint-color($success, 60%) !default;\n$info-border-subtle:      tint-color($info, 60%) !default;\n$warning-border-subtle:   tint-color($warning, 60%) !default;\n$danger-border-subtle:    tint-color($danger, 60%) !default;\n$light-border-subtle:     $gray-200 !default;\n$dark-border-subtle:      $gray-500 !default;\n// scss-docs-end theme-border-subtle-variables\n\n// Characters which are escaped by the escape-svg function\n$escaped-characters: (\n  (\"<\", \"%3c\"),\n  (\">\", \"%3e\"),\n  (\"#\", \"%23\"),\n  (\"(\", \"%28\"),\n  (\")\", \"%29\"),\n) !default;\n\n// Options\n//\n// Quickly modify global styling by enabling or disabling optional features.\n\n$enable-caret:                true !default;\n$enable-rounded:              true !default;\n$enable-shadows:              false !default;\n$enable-gradients:            false !default;\n$enable-transitions:          true !default;\n$enable-reduced-motion:       true !default;\n$enable-smooth-scroll:        true !default;\n$enable-grid-classes:         true !default;\n$enable-container-classes:    true !default;\n$enable-cssgrid:              false !default;\n$enable-button-pointers:      true !default;\n$enable-rfs:                  true !default;\n$enable-validation-icons:     true !default;\n$enable-negative-margins:     false !default;\n$enable-deprecation-messages: true !default;\n$enable-important-utilities:  true !default;\n\n$enable-dark-mode:            true !default;\n$color-mode-type:             data !default; // `data` or `media-query`\n\n// Prefix for :root CSS variables\n\n$variable-prefix:             bs- !default; // Deprecated in v5.2.0 for the shorter `$prefix`\n$prefix:                      $variable-prefix !default;\n\n// Gradient\n//\n// The gradient which is added to components if `$enable-gradients` is `true`\n// This gradient is also added to elements with `.bg-gradient`\n// scss-docs-start variable-gradient\n$gradient: linear-gradient(180deg, rgba($white, .15), rgba($white, 0)) !default;\n// scss-docs-end variable-gradient\n\n// Spacing\n//\n// Control the default styling of most Bootstrap elements by modifying these\n// variables. Mostly focused on spacing.\n// You can add more entries to the $spacers map, should you need more variation.\n\n// scss-docs-start spacer-variables-maps\n$spacer: 1rem !default;\n$spacers: (\n  0: 0,\n  1: $spacer * .25,\n  2: $spacer * .5,\n  3: $spacer,\n  4: $spacer * 1.5,\n  5: $spacer * 3,\n) !default;\n// scss-docs-end spacer-variables-maps\n\n// Position\n//\n// Define the edge positioning anchors of the position utilities.\n\n// scss-docs-start position-map\n$position-values: (\n  0: 0,\n  50: 50%,\n  100: 100%\n) !default;\n// scss-docs-end position-map\n\n// Body\n//\n// Settings for the `<body>` element.\n\n$body-text-align:           null !default;\n$body-color:                $gray-900 !default;\n$body-bg:                   $white !default;\n\n$body-secondary-color:      rgba($body-color, .75) !default;\n$body-secondary-bg:         $gray-200 !default;\n\n$body-tertiary-color:       rgba($body-color, .5) !default;\n$body-tertiary-bg:          $gray-100 !default;\n\n$body-emphasis-color:       $black !default;\n\n// Links\n//\n// Style anchor elements.\n\n$link-color:                              $primary !default;\n$link-decoration:                         underline !default;\n$link-shade-percentage:                   20% !default;\n$link-hover-color:                        shift-color($link-color, $link-shade-percentage) !default;\n$link-hover-decoration:                   null !default;\n\n$stretched-link-pseudo-element:           after !default;\n$stretched-link-z-index:                  1 !default;\n\n// Icon links\n// scss-docs-start icon-link-variables\n$icon-link-gap:               .375rem !default;\n$icon-link-underline-offset:  .25em !default;\n$icon-link-icon-size:         1em !default;\n$icon-link-icon-transition:   .2s ease-in-out transform !default;\n$icon-link-icon-transform:    translate3d(.25em, 0, 0) !default;\n// scss-docs-end icon-link-variables\n\n// Paragraphs\n//\n// Style p element.\n\n$paragraph-margin-bottom:   1rem !default;\n\n\n// Grid breakpoints\n//\n// Define the minimum dimensions at which your layout will change,\n// adapting to different screen sizes, for use in media queries.\n\n// scss-docs-start grid-breakpoints\n$grid-breakpoints: (\n  xs: 0,\n  sm: 576px,\n  md: 768px,\n  lg: 992px,\n  xl: 1200px,\n  xxl: 1400px\n) !default;\n// scss-docs-end grid-breakpoints\n\n@include _assert-ascending($grid-breakpoints, \"$grid-breakpoints\");\n@include _assert-starts-at-zero($grid-breakpoints, \"$grid-breakpoints\");\n\n\n// Grid containers\n//\n// Define the maximum width of `.container` for different screen sizes.\n\n// scss-docs-start container-max-widths\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1140px,\n  xxl: 1320px\n) !default;\n// scss-docs-end container-max-widths\n\n@include _assert-ascending($container-max-widths, \"$container-max-widths\");\n\n\n// Grid columns\n//\n// Set the number of columns and specify the width of the gutters.\n\n$grid-columns:                12 !default;\n$grid-gutter-width:           1.5rem !default;\n$grid-row-columns:            6 !default;\n\n// Container padding\n\n$container-padding-x: $grid-gutter-width !default;\n\n\n// Components\n//\n// Define common padding and border radius sizes and more.\n\n// scss-docs-start border-variables\n$border-width:                1px !default;\n$border-widths: (\n  1: 1px,\n  2: 2px,\n  3: 3px,\n  4: 4px,\n  5: 5px\n) !default;\n$border-style:                solid !default;\n$border-color:                $gray-300 !default;\n$border-color-translucent:    rgba($black, .175) !default;\n// scss-docs-end border-variables\n\n// scss-docs-start border-radius-variables\n$border-radius:               .375rem !default;\n$border-radius-sm:            .25rem !default;\n$border-radius-lg:            .5rem !default;\n$border-radius-xl:            1rem !default;\n$border-radius-xxl:           2rem !default;\n$border-radius-pill:          50rem !default;\n// scss-docs-end border-radius-variables\n// fusv-disable\n$border-radius-2xl:           $border-radius-xxl !default; // Deprecated in v5.3.0\n// fusv-enable\n\n// scss-docs-start box-shadow-variables\n$box-shadow:                  0 .5rem 1rem rgba($black, .15) !default;\n$box-shadow-sm:               0 .125rem .25rem rgba($black, .075) !default;\n$box-shadow-lg:               0 1rem 3rem rgba($black, .175) !default;\n$box-shadow-inset:            inset 0 1px 2px rgba($black, .075) !default;\n// scss-docs-end box-shadow-variables\n\n$component-active-color:      $white !default;\n$component-active-bg:         $primary !default;\n\n// scss-docs-start focus-ring-variables\n$focus-ring-width:      .25rem !default;\n$focus-ring-opacity:    .25 !default;\n$focus-ring-color:      rgba($primary, $focus-ring-opacity) !default;\n$focus-ring-blur:       0 !default;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color !default;\n// scss-docs-end focus-ring-variables\n\n// scss-docs-start caret-variables\n$caret-width:                 .3em !default;\n$caret-vertical-align:        $caret-width * .85 !default;\n$caret-spacing:               $caret-width * .85 !default;\n// scss-docs-end caret-variables\n\n$transition-base:             all .2s ease-in-out !default;\n$transition-fade:             opacity .15s linear !default;\n// scss-docs-start collapse-transition\n$transition-collapse:         height .35s ease !default;\n$transition-collapse-width:   width .35s ease !default;\n// scss-docs-end collapse-transition\n\n// stylelint-disable function-disallowed-list\n// scss-docs-start aspect-ratios\n$aspect-ratios: (\n  \"1x1\": 100%,\n  \"4x3\": calc(3 / 4 * 100%),\n  \"16x9\": calc(9 / 16 * 100%),\n  \"21x9\": calc(9 / 21 * 100%)\n) !default;\n// scss-docs-end aspect-ratios\n// stylelint-enable function-disallowed-list\n\n// Typography\n//\n// Font, line-height, and color for body text, headings, and more.\n\n// scss-docs-start font-variables\n// stylelint-disable value-keyword-case\n$font-family-sans-serif:      system-ui, -apple-system, \"Segoe UI\", Roboto, \"Helvetica Neue\", \"Noto Sans\", \"Liberation Sans\", Arial, sans-serif, \"Apple Color Emoji\", \"Segoe UI Emoji\", \"Segoe UI Symbol\", \"Noto Color Emoji\" !default;\n$font-family-monospace:       SFMono-Regular, Menlo, Monaco, Consolas, \"Liberation Mono\", \"Courier New\", monospace !default;\n// stylelint-enable value-keyword-case\n$font-family-base:            var(--#{$prefix}font-sans-serif) !default;\n$font-family-code:            var(--#{$prefix}font-monospace) !default;\n\n// $font-size-root affects the value of `rem`, which is used for as well font sizes, paddings, and margins\n// $font-size-base affects the font size of the body text\n$font-size-root:              null !default;\n$font-size-base:              1rem !default; // Assumes the browser default, typically `16px`\n$font-size-sm:                $font-size-base * .875 !default;\n$font-size-lg:                $font-size-base * 1.25 !default;\n\n$font-weight-lighter:         lighter !default;\n$font-weight-light:           300 !default;\n$font-weight-normal:          400 !default;\n$font-weight-medium:          500 !default;\n$font-weight-semibold:        600 !default;\n$font-weight-bold:            700 !default;\n$font-weight-bolder:          bolder !default;\n\n$font-weight-base:            $font-weight-normal !default;\n\n$line-height-base:            1.5 !default;\n$line-height-sm:              1.25 !default;\n$line-height-lg:              2 !default;\n\n$h1-font-size:                $font-size-base * 2.5 !default;\n$h2-font-size:                $font-size-base * 2 !default;\n$h3-font-size:                $font-size-base * 1.75 !default;\n$h4-font-size:                $font-size-base * 1.5 !default;\n$h5-font-size:                $font-size-base * 1.25 !default;\n$h6-font-size:                $font-size-base !default;\n// scss-docs-end font-variables\n\n// scss-docs-start font-sizes\n$font-sizes: (\n  1: $h1-font-size,\n  2: $h2-font-size,\n  3: $h3-font-size,\n  4: $h4-font-size,\n  5: $h5-font-size,\n  6: $h6-font-size\n) !default;\n// scss-docs-end font-sizes\n\n// scss-docs-start headings-variables\n$headings-margin-bottom:      $spacer * .5 !default;\n$headings-font-family:        null !default;\n$headings-font-style:         null !default;\n$headings-font-weight:        500 !default;\n$headings-line-height:        1.2 !default;\n$headings-color:              inherit !default;\n// scss-docs-end headings-variables\n\n// scss-docs-start display-headings\n$display-font-sizes: (\n  1: 5rem,\n  2: 4.5rem,\n  3: 4rem,\n  4: 3.5rem,\n  5: 3rem,\n  6: 2.5rem\n) !default;\n\n$display-font-family: null !default;\n$display-font-style:  null !default;\n$display-font-weight: 300 !default;\n$display-line-height: $headings-line-height !default;\n// scss-docs-end display-headings\n\n// scss-docs-start type-variables\n$lead-font-size:              $font-size-base * 1.25 !default;\n$lead-font-weight:            300 !default;\n\n$small-font-size:             .875em !default;\n\n$sub-sup-font-size:           .75em !default;\n\n// fusv-disable\n$text-muted:                  var(--#{$prefix}secondary-color) !default; // Deprecated in 5.3.0\n// fusv-enable\n\n$initialism-font-size:        $small-font-size !default;\n\n$blockquote-margin-y:         $spacer !default;\n$blockquote-font-size:        $font-size-base * 1.25 !default;\n$blockquote-footer-color:     $gray-600 !default;\n$blockquote-footer-font-size: $small-font-size !default;\n\n$hr-margin-y:                 $spacer !default;\n$hr-color:                    inherit !default;\n\n// fusv-disable\n$hr-bg-color:                 null !default; // Deprecated in v5.2.0\n$hr-height:                   null !default; // Deprecated in v5.2.0\n// fusv-enable\n\n$hr-border-color:             null !default; // Allows for inherited colors\n$hr-border-width:             var(--#{$prefix}border-width) !default;\n$hr-opacity:                  .25 !default;\n\n// scss-docs-start vr-variables\n$vr-border-width:             var(--#{$prefix}border-width) !default;\n// scss-docs-end vr-variables\n\n$legend-margin-bottom:        .5rem !default;\n$legend-font-size:            1.5rem !default;\n$legend-font-weight:          null !default;\n\n$dt-font-weight:              $font-weight-bold !default;\n\n$list-inline-padding:         .5rem !default;\n\n$mark-padding:                .1875em !default;\n$mark-color:                  $body-color !default;\n$mark-bg:                     $yellow-100 !default;\n// scss-docs-end type-variables\n\n\n// Tables\n//\n// Customizes the `.table` component with basic values, each used across all table variations.\n\n// scss-docs-start table-variables\n$table-cell-padding-y:        .5rem !default;\n$table-cell-padding-x:        .5rem !default;\n$table-cell-padding-y-sm:     .25rem !default;\n$table-cell-padding-x-sm:     .25rem !default;\n\n$table-cell-vertical-align:   top !default;\n\n$table-color:                 var(--#{$prefix}emphasis-color) !default;\n$table-bg:                    var(--#{$prefix}body-bg) !default;\n$table-accent-bg:             transparent !default;\n\n$table-th-font-weight:        null !default;\n\n$table-striped-color:         $table-color !default;\n$table-striped-bg-factor:     .05 !default;\n$table-striped-bg:            rgba(var(--#{$prefix}emphasis-color-rgb), $table-striped-bg-factor) !default;\n\n$table-active-color:          $table-color !default;\n$table-active-bg-factor:      .1 !default;\n$table-active-bg:             rgba(var(--#{$prefix}emphasis-color-rgb), $table-active-bg-factor) !default;\n\n$table-hover-color:           $table-color !default;\n$table-hover-bg-factor:       .075 !default;\n$table-hover-bg:              rgba(var(--#{$prefix}emphasis-color-rgb), $table-hover-bg-factor) !default;\n\n$table-border-factor:         .2 !default;\n$table-border-width:          var(--#{$prefix}border-width) !default;\n$table-border-color:          var(--#{$prefix}border-color) !default;\n\n$table-striped-order:         odd !default;\n$table-striped-columns-order: even !default;\n\n$table-group-separator-color: currentcolor !default;\n\n$table-caption-color:         var(--#{$prefix}secondary-color) !default;\n\n$table-bg-scale:              -80% !default;\n// scss-docs-end table-variables\n\n// scss-docs-start table-loop\n$table-variants: (\n  \"primary\":    shift-color($primary, $table-bg-scale),\n  \"secondary\":  shift-color($secondary, $table-bg-scale),\n  \"success\":    shift-color($success, $table-bg-scale),\n  \"info\":       shift-color($info, $table-bg-scale),\n  \"warning\":    shift-color($warning, $table-bg-scale),\n  \"danger\":     shift-color($danger, $table-bg-scale),\n  \"light\":      $light,\n  \"dark\":       $dark,\n) !default;\n// scss-docs-end table-loop\n\n\n// Buttons + Forms\n//\n// Shared variables that are reassigned to `$input-` and `$btn-` specific variables.\n\n// scss-docs-start input-btn-variables\n$input-btn-padding-y:         .375rem !default;\n$input-btn-padding-x:         .75rem !default;\n$input-btn-font-family:       null !default;\n$input-btn-font-size:         $font-size-base !default;\n$input-btn-line-height:       $line-height-base !default;\n\n$input-btn-focus-width:         $focus-ring-width !default;\n$input-btn-focus-color-opacity: $focus-ring-opacity !default;\n$input-btn-focus-color:         $focus-ring-color !default;\n$input-btn-focus-blur:          $focus-ring-blur !default;\n$input-btn-focus-box-shadow:    $focus-ring-box-shadow !default;\n\n$input-btn-padding-y-sm:      .25rem !default;\n$input-btn-padding-x-sm:      .5rem !default;\n$input-btn-font-size-sm:      $font-size-sm !default;\n\n$input-btn-padding-y-lg:      .5rem !default;\n$input-btn-padding-x-lg:      1rem !default;\n$input-btn-font-size-lg:      $font-size-lg !default;\n\n$input-btn-border-width:      var(--#{$prefix}border-width) !default;\n// scss-docs-end input-btn-variables\n\n\n// Buttons\n//\n// For each of Bootstrap's buttons, define text, background, and border color.\n\n// scss-docs-start btn-variables\n$btn-color:                   var(--#{$prefix}body-color) !default;\n$btn-padding-y:               $input-btn-padding-y !default;\n$btn-padding-x:               $input-btn-padding-x !default;\n$btn-font-family:             $input-btn-font-family !default;\n$btn-font-size:               $input-btn-font-size !default;\n$btn-line-height:             $input-btn-line-height !default;\n$btn-white-space:             null !default; // Set to `nowrap` to prevent text wrapping\n\n$btn-padding-y-sm:            $input-btn-padding-y-sm !default;\n$btn-padding-x-sm:            $input-btn-padding-x-sm !default;\n$btn-font-size-sm:            $input-btn-font-size-sm !default;\n\n$btn-padding-y-lg:            $input-btn-padding-y-lg !default;\n$btn-padding-x-lg:            $input-btn-padding-x-lg !default;\n$btn-font-size-lg:            $input-btn-font-size-lg !default;\n\n$btn-border-width:            $input-btn-border-width !default;\n\n$btn-font-weight:             $font-weight-normal !default;\n$btn-box-shadow:              inset 0 1px 0 rgba($white, .15), 0 1px 1px rgba($black, .075) !default;\n$btn-focus-width:             $input-btn-focus-width !default;\n$btn-focus-box-shadow:        $input-btn-focus-box-shadow !default;\n$btn-disabled-opacity:        .65 !default;\n$btn-active-box-shadow:       inset 0 3px 5px rgba($black, .125) !default;\n\n$btn-link-color:              var(--#{$prefix}link-color) !default;\n$btn-link-hover-color:        var(--#{$prefix}link-hover-color) !default;\n$btn-link-disabled-color:     $gray-600 !default;\n$btn-link-focus-shadow-rgb:   to-rgb(mix(color-contrast($link-color), $link-color, 15%)) !default;\n\n// Allows for customizing button radius independently from global border radius\n$btn-border-radius:           var(--#{$prefix}border-radius) !default;\n$btn-border-radius-sm:        var(--#{$prefix}border-radius-sm) !default;\n$btn-border-radius-lg:        var(--#{$prefix}border-radius-lg) !default;\n\n$btn-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$btn-hover-bg-shade-amount:       15% !default;\n$btn-hover-bg-tint-amount:        15% !default;\n$btn-hover-border-shade-amount:   20% !default;\n$btn-hover-border-tint-amount:    10% !default;\n$btn-active-bg-shade-amount:      20% !default;\n$btn-active-bg-tint-amount:       20% !default;\n$btn-active-border-shade-amount:  25% !default;\n$btn-active-border-tint-amount:   10% !default;\n// scss-docs-end btn-variables\n\n\n// Forms\n\n// scss-docs-start form-text-variables\n$form-text-margin-top:                  .25rem !default;\n$form-text-font-size:                   $small-font-size !default;\n$form-text-font-style:                  null !default;\n$form-text-font-weight:                 null !default;\n$form-text-color:                       var(--#{$prefix}secondary-color) !default;\n// scss-docs-end form-text-variables\n\n// scss-docs-start form-label-variables\n$form-label-margin-bottom:              .5rem !default;\n$form-label-font-size:                  null !default;\n$form-label-font-style:                 null !default;\n$form-label-font-weight:                null !default;\n$form-label-color:                      null !default;\n// scss-docs-end form-label-variables\n\n// scss-docs-start form-input-variables\n$input-padding-y:                       $input-btn-padding-y !default;\n$input-padding-x:                       $input-btn-padding-x !default;\n$input-font-family:                     $input-btn-font-family !default;\n$input-font-size:                       $input-btn-font-size !default;\n$input-font-weight:                     $font-weight-base !default;\n$input-line-height:                     $input-btn-line-height !default;\n\n$input-padding-y-sm:                    $input-btn-padding-y-sm !default;\n$input-padding-x-sm:                    $input-btn-padding-x-sm !default;\n$input-font-size-sm:                    $input-btn-font-size-sm !default;\n\n$input-padding-y-lg:                    $input-btn-padding-y-lg !default;\n$input-padding-x-lg:                    $input-btn-padding-x-lg !default;\n$input-font-size-lg:                    $input-btn-font-size-lg !default;\n\n$input-bg:                              var(--#{$prefix}body-bg) !default;\n$input-disabled-color:                  null !default;\n$input-disabled-bg:                     var(--#{$prefix}secondary-bg) !default;\n$input-disabled-border-color:           null !default;\n\n$input-color:                           var(--#{$prefix}body-color) !default;\n$input-border-color:                    var(--#{$prefix}border-color) !default;\n$input-border-width:                    $input-btn-border-width !default;\n$input-box-shadow:                      var(--#{$prefix}box-shadow-inset) !default;\n\n$input-border-radius:                   var(--#{$prefix}border-radius) !default;\n$input-border-radius-sm:                var(--#{$prefix}border-radius-sm) !default;\n$input-border-radius-lg:                var(--#{$prefix}border-radius-lg) !default;\n\n$input-focus-bg:                        $input-bg !default;\n$input-focus-border-color:              tint-color($component-active-bg, 50%) !default;\n$input-focus-color:                     $input-color !default;\n$input-focus-width:                     $input-btn-focus-width !default;\n$input-focus-box-shadow:                $input-btn-focus-box-shadow !default;\n\n$input-placeholder-color:               var(--#{$prefix}secondary-color) !default;\n$input-plaintext-color:                 var(--#{$prefix}body-color) !default;\n\n$input-height-border:                   calc(#{$input-border-width} * 2) !default; // stylelint-disable-line function-disallowed-list\n\n$input-height-inner:                    add($input-line-height * 1em, $input-padding-y * 2) !default;\n$input-height-inner-half:               add($input-line-height * .5em, $input-padding-y) !default;\n$input-height-inner-quarter:            add($input-line-height * .25em, $input-padding-y * .5) !default;\n\n$input-height:                          add($input-line-height * 1em, add($input-padding-y * 2, $input-height-border, false)) !default;\n$input-height-sm:                       add($input-line-height * 1em, add($input-padding-y-sm * 2, $input-height-border, false)) !default;\n$input-height-lg:                       add($input-line-height * 1em, add($input-padding-y-lg * 2, $input-height-border, false)) !default;\n\n$input-transition:                      border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$form-color-width:                      3rem !default;\n// scss-docs-end form-input-variables\n\n// scss-docs-start form-check-variables\n$form-check-input-width:                  1em !default;\n$form-check-min-height:                   $font-size-base * $line-height-base !default;\n$form-check-padding-start:                $form-check-input-width + .5em !default;\n$form-check-margin-bottom:                .125rem !default;\n$form-check-label-color:                  null !default;\n$form-check-label-cursor:                 null !default;\n$form-check-transition:                   null !default;\n\n$form-check-input-active-filter:          brightness(90%) !default;\n\n$form-check-input-bg:                     $input-bg !default;\n$form-check-input-border:                 var(--#{$prefix}border-width) solid var(--#{$prefix}border-color) !default;\n$form-check-input-border-radius:          .25em !default;\n$form-check-radio-border-radius:          50% !default;\n$form-check-input-focus-border:           $input-focus-border-color !default;\n$form-check-input-focus-box-shadow:       $focus-ring-box-shadow !default;\n\n$form-check-input-checked-color:          $component-active-color !default;\n$form-check-input-checked-bg-color:       $component-active-bg !default;\n$form-check-input-checked-border-color:   $form-check-input-checked-bg-color !default;\n$form-check-input-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-checked-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='m6 10 3 3 6-6'/></svg>\") !default;\n$form-check-radio-checked-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='2' fill='#{$form-check-input-checked-color}'/></svg>\") !default;\n\n$form-check-input-indeterminate-color:          $component-active-color !default;\n$form-check-input-indeterminate-bg-color:       $component-active-bg !default;\n$form-check-input-indeterminate-border-color:   $form-check-input-indeterminate-bg-color !default;\n$form-check-input-indeterminate-bg-image:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 20 20'><path fill='none' stroke='#{$form-check-input-indeterminate-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='3' d='M6 10h8'/></svg>\") !default;\n\n$form-check-input-disabled-opacity:        .5 !default;\n$form-check-label-disabled-opacity:        $form-check-input-disabled-opacity !default;\n$form-check-btn-check-disabled-opacity:    $btn-disabled-opacity !default;\n\n$form-check-inline-margin-end:    1rem !default;\n// scss-docs-end form-check-variables\n\n// scss-docs-start form-switch-variables\n$form-switch-color:               rgba($black, .25) !default;\n$form-switch-width:               2em !default;\n$form-switch-padding-start:       $form-switch-width + .5em !default;\n$form-switch-bg-image:            url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-color}'/></svg>\") !default;\n$form-switch-border-radius:       $form-switch-width !default;\n$form-switch-transition:          background-position .15s ease-in-out !default;\n\n$form-switch-focus-color:         $input-focus-border-color !default;\n$form-switch-focus-bg-image:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-focus-color}'/></svg>\") !default;\n\n$form-switch-checked-color:       $component-active-color !default;\n$form-switch-checked-bg-image:    url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='-4 -4 8 8'><circle r='3' fill='#{$form-switch-checked-color}'/></svg>\") !default;\n$form-switch-checked-bg-position: right center !default;\n// scss-docs-end form-switch-variables\n\n// scss-docs-start input-group-variables\n$input-group-addon-padding-y:           $input-padding-y !default;\n$input-group-addon-padding-x:           $input-padding-x !default;\n$input-group-addon-font-weight:         $input-font-weight !default;\n$input-group-addon-color:               $input-color !default;\n$input-group-addon-bg:                  var(--#{$prefix}tertiary-bg) !default;\n$input-group-addon-border-color:        $input-border-color !default;\n// scss-docs-end input-group-variables\n\n// scss-docs-start form-select-variables\n$form-select-padding-y:             $input-padding-y !default;\n$form-select-padding-x:             $input-padding-x !default;\n$form-select-font-family:           $input-font-family !default;\n$form-select-font-size:             $input-font-size !default;\n$form-select-indicator-padding:     $form-select-padding-x * 3 !default; // Extra padding for background-image\n$form-select-font-weight:           $input-font-weight !default;\n$form-select-line-height:           $input-line-height !default;\n$form-select-color:                 $input-color !default;\n$form-select-bg:                    $input-bg !default;\n$form-select-disabled-color:        null !default;\n$form-select-disabled-bg:           $input-disabled-bg !default;\n$form-select-disabled-border-color: $input-disabled-border-color !default;\n$form-select-bg-position:           right $form-select-padding-x center !default;\n$form-select-bg-size:               16px 12px !default; // In pixels because image dimensions\n$form-select-indicator-color:       $gray-800 !default;\n$form-select-indicator:             url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16'><path fill='none' stroke='#{$form-select-indicator-color}' stroke-linecap='round' stroke-linejoin='round' stroke-width='2' d='m2 5 6 6 6-6'/></svg>\") !default;\n\n$form-select-feedback-icon-padding-end: $form-select-padding-x * 2.5 + $form-select-indicator-padding !default;\n$form-select-feedback-icon-position:    center right $form-select-indicator-padding !default;\n$form-select-feedback-icon-size:        $input-height-inner-half $input-height-inner-half !default;\n\n$form-select-border-width:        $input-border-width !default;\n$form-select-border-color:        $input-border-color !default;\n$form-select-border-radius:       $input-border-radius !default;\n$form-select-box-shadow:          var(--#{$prefix}box-shadow-inset) !default;\n\n$form-select-focus-border-color:  $input-focus-border-color !default;\n$form-select-focus-width:         $input-focus-width !default;\n$form-select-focus-box-shadow:    0 0 0 $form-select-focus-width $input-btn-focus-color !default;\n\n$form-select-padding-y-sm:        $input-padding-y-sm !default;\n$form-select-padding-x-sm:        $input-padding-x-sm !default;\n$form-select-font-size-sm:        $input-font-size-sm !default;\n$form-select-border-radius-sm:    $input-border-radius-sm !default;\n\n$form-select-padding-y-lg:        $input-padding-y-lg !default;\n$form-select-padding-x-lg:        $input-padding-x-lg !default;\n$form-select-font-size-lg:        $input-font-size-lg !default;\n$form-select-border-radius-lg:    $input-border-radius-lg !default;\n\n$form-select-transition:          $input-transition !default;\n// scss-docs-end form-select-variables\n\n// scss-docs-start form-range-variables\n$form-range-track-width:          100% !default;\n$form-range-track-height:         .5rem !default;\n$form-range-track-cursor:         pointer !default;\n$form-range-track-bg:             var(--#{$prefix}secondary-bg) !default;\n$form-range-track-border-radius:  1rem !default;\n$form-range-track-box-shadow:     var(--#{$prefix}box-shadow-inset) !default;\n\n$form-range-thumb-width:                   1rem !default;\n$form-range-thumb-height:                  $form-range-thumb-width !default;\n$form-range-thumb-bg:                      $component-active-bg !default;\n$form-range-thumb-border:                  0 !default;\n$form-range-thumb-border-radius:           1rem !default;\n$form-range-thumb-box-shadow:              0 .1rem .25rem rgba($black, .1) !default;\n$form-range-thumb-focus-box-shadow:        0 0 0 1px $body-bg, $input-focus-box-shadow !default;\n$form-range-thumb-focus-box-shadow-width:  $input-focus-width !default; // For focus box shadow issue in Edge\n$form-range-thumb-active-bg:               tint-color($component-active-bg, 70%) !default;\n$form-range-thumb-disabled-bg:             var(--#{$prefix}secondary-color) !default;\n$form-range-thumb-transition:              background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n// scss-docs-end form-range-variables\n\n// scss-docs-start form-file-variables\n$form-file-button-color:          $input-color !default;\n$form-file-button-bg:             var(--#{$prefix}tertiary-bg) !default;\n$form-file-button-hover-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end form-file-variables\n\n// scss-docs-start form-floating-variables\n$form-floating-height:                  add(3.5rem, $input-height-border) !default;\n$form-floating-line-height:             1.25 !default;\n$form-floating-padding-x:               $input-padding-x !default;\n$form-floating-padding-y:               1rem !default;\n$form-floating-input-padding-t:         1.625rem !default;\n$form-floating-input-padding-b:         .625rem !default;\n$form-floating-label-height:            1.5em !default;\n$form-floating-label-opacity:           .65 !default;\n$form-floating-label-transform:         scale(.85) translateY(-.5rem) translateX(.15rem) !default;\n$form-floating-label-disabled-color:    $gray-600 !default;\n$form-floating-transition:              opacity .1s ease-in-out, transform .1s ease-in-out !default;\n// scss-docs-end form-floating-variables\n\n// Form validation\n\n// scss-docs-start form-feedback-variables\n$form-feedback-margin-top:          $form-text-margin-top !default;\n$form-feedback-font-size:           $form-text-font-size !default;\n$form-feedback-font-style:          $form-text-font-style !default;\n$form-feedback-valid-color:         $success !default;\n$form-feedback-invalid-color:       $danger !default;\n\n$form-feedback-icon-valid-color:    $form-feedback-valid-color !default;\n$form-feedback-icon-valid:          url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 8 8'><path fill='#{$form-feedback-icon-valid-color}' d='M2.3 6.73.6 4.53c-.4-1.04.46-1.4 1.1-.8l1.1 1.4 3.4-3.8c.6-.63 1.6-.27 1.2.7l-4 4.6c-.43.5-.8.4-1.1.1z'/></svg>\") !default;\n$form-feedback-icon-invalid-color:  $form-feedback-invalid-color !default;\n$form-feedback-icon-invalid:        url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 12 12' width='12' height='12' fill='none' stroke='#{$form-feedback-icon-invalid-color}'><circle cx='6' cy='6' r='4.5'/><path stroke-linejoin='round' d='M5.8 3.6h.4L6 6.5z'/><circle cx='6' cy='8.2' r='.6' fill='#{$form-feedback-icon-invalid-color}' stroke='none'/></svg>\") !default;\n// scss-docs-end form-feedback-variables\n\n// scss-docs-start form-validation-colors\n$form-valid-color:                  $form-feedback-valid-color !default;\n$form-valid-border-color:           $form-feedback-valid-color !default;\n$form-invalid-color:                $form-feedback-invalid-color !default;\n$form-invalid-border-color:         $form-feedback-invalid-color !default;\n// scss-docs-end form-validation-colors\n\n// scss-docs-start form-validation-states\n$form-validation-states: (\n  \"valid\": (\n    \"color\": var(--#{$prefix}form-valid-color),\n    \"icon\": $form-feedback-icon-valid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}success),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}success-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-valid-border-color),\n  ),\n  \"invalid\": (\n    \"color\": var(--#{$prefix}form-invalid-color),\n    \"icon\": $form-feedback-icon-invalid,\n    \"tooltip-color\": #fff,\n    \"tooltip-bg-color\": var(--#{$prefix}danger),\n    \"focus-box-shadow\": 0 0 $input-btn-focus-blur $input-focus-width rgba(var(--#{$prefix}danger-rgb), $input-btn-focus-color-opacity),\n    \"border-color\": var(--#{$prefix}form-invalid-border-color),\n  )\n) !default;\n// scss-docs-end form-validation-states\n\n// Z-index master list\n//\n// Warning: Avoid customizing these values. They're used for a bird's eye view\n// of components dependent on the z-axis and are designed to all work together.\n\n// scss-docs-start zindex-stack\n$zindex-dropdown:                   1000 !default;\n$zindex-sticky:                     1020 !default;\n$zindex-fixed:                      1030 !default;\n$zindex-offcanvas-backdrop:         1040 !default;\n$zindex-offcanvas:                  1045 !default;\n$zindex-modal-backdrop:             1050 !default;\n$zindex-modal:                      1055 !default;\n$zindex-popover:                    1070 !default;\n$zindex-tooltip:                    1080 !default;\n$zindex-toast:                      1090 !default;\n// scss-docs-end zindex-stack\n\n// scss-docs-start zindex-levels-map\n$zindex-levels: (\n  n1: -1,\n  0: 0,\n  1: 1,\n  2: 2,\n  3: 3\n) !default;\n// scss-docs-end zindex-levels-map\n\n\n// Navs\n\n// scss-docs-start nav-variables\n$nav-link-padding-y:                .5rem !default;\n$nav-link-padding-x:                1rem !default;\n$nav-link-font-size:                null !default;\n$nav-link-font-weight:              null !default;\n$nav-link-color:                    var(--#{$prefix}link-color) !default;\n$nav-link-hover-color:              var(--#{$prefix}link-hover-color) !default;\n$nav-link-transition:               color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out !default;\n$nav-link-disabled-color:           var(--#{$prefix}secondary-color) !default;\n$nav-link-focus-box-shadow:         $focus-ring-box-shadow !default;\n\n$nav-tabs-border-color:             var(--#{$prefix}border-color) !default;\n$nav-tabs-border-width:             var(--#{$prefix}border-width) !default;\n$nav-tabs-border-radius:            var(--#{$prefix}border-radius) !default;\n$nav-tabs-link-hover-border-color:  var(--#{$prefix}secondary-bg) var(--#{$prefix}secondary-bg) $nav-tabs-border-color !default;\n$nav-tabs-link-active-color:        var(--#{$prefix}emphasis-color) !default;\n$nav-tabs-link-active-bg:           var(--#{$prefix}body-bg) !default;\n$nav-tabs-link-active-border-color: var(--#{$prefix}border-color) var(--#{$prefix}border-color) $nav-tabs-link-active-bg !default;\n\n$nav-pills-border-radius:           var(--#{$prefix}border-radius) !default;\n$nav-pills-link-active-color:       $component-active-color !default;\n$nav-pills-link-active-bg:          $component-active-bg !default;\n\n$nav-underline-gap:                 1rem !default;\n$nav-underline-border-width:        .125rem !default;\n$nav-underline-link-active-color:   var(--#{$prefix}emphasis-color) !default;\n// scss-docs-end nav-variables\n\n\n// Navbar\n\n// scss-docs-start navbar-variables\n$navbar-padding-y:                  $spacer * .5 !default;\n$navbar-padding-x:                  null !default;\n\n$navbar-nav-link-padding-x:         .5rem !default;\n\n$navbar-brand-font-size:            $font-size-lg !default;\n// Compute the navbar-brand padding-y so the navbar-brand will have the same height as navbar-text and nav-link\n$nav-link-height:                   $font-size-base * $line-height-base + $nav-link-padding-y * 2 !default;\n$navbar-brand-height:               $navbar-brand-font-size * $line-height-base !default;\n$navbar-brand-padding-y:            ($nav-link-height - $navbar-brand-height) * .5 !default;\n$navbar-brand-margin-end:           1rem !default;\n\n$navbar-toggler-padding-y:          .25rem !default;\n$navbar-toggler-padding-x:          .75rem !default;\n$navbar-toggler-font-size:          $font-size-lg !default;\n$navbar-toggler-border-radius:      $btn-border-radius !default;\n$navbar-toggler-focus-width:        $btn-focus-width !default;\n$navbar-toggler-transition:         box-shadow .15s ease-in-out !default;\n\n$navbar-light-color:                rgba(var(--#{$prefix}emphasis-color-rgb), .65) !default;\n$navbar-light-hover-color:          rgba(var(--#{$prefix}emphasis-color-rgb), .8) !default;\n$navbar-light-active-color:         rgba(var(--#{$prefix}emphasis-color-rgb), 1) !default;\n$navbar-light-disabled-color:       rgba(var(--#{$prefix}emphasis-color-rgb), .3) !default;\n$navbar-light-icon-color:           rgba($body-color, .75) !default;\n$navbar-light-toggler-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-light-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-light-toggler-border-color: rgba(var(--#{$prefix}emphasis-color-rgb), .15) !default;\n$navbar-light-brand-color:          $navbar-light-active-color !default;\n$navbar-light-brand-hover-color:    $navbar-light-active-color !default;\n// scss-docs-end navbar-variables\n\n// scss-docs-start navbar-dark-variables\n$navbar-dark-color:                 rgba($white, .55) !default;\n$navbar-dark-hover-color:           rgba($white, .75) !default;\n$navbar-dark-active-color:          $white !default;\n$navbar-dark-disabled-color:        rgba($white, .25) !default;\n$navbar-dark-icon-color:            $navbar-dark-color !default;\n$navbar-dark-toggler-icon-bg:       url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'><path stroke='#{$navbar-dark-icon-color}' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>\") !default;\n$navbar-dark-toggler-border-color:  rgba($white, .1) !default;\n$navbar-dark-brand-color:           $navbar-dark-active-color !default;\n$navbar-dark-brand-hover-color:     $navbar-dark-active-color !default;\n// scss-docs-end navbar-dark-variables\n\n\n// Dropdowns\n//\n// Dropdown menu container and contents.\n\n// scss-docs-start dropdown-variables\n$dropdown-min-width:                10rem !default;\n$dropdown-padding-x:                0 !default;\n$dropdown-padding-y:                .5rem !default;\n$dropdown-spacer:                   .125rem !default;\n$dropdown-font-size:                $font-size-base !default;\n$dropdown-color:                    var(--#{$prefix}body-color) !default;\n$dropdown-bg:                       var(--#{$prefix}body-bg) !default;\n$dropdown-border-color:             var(--#{$prefix}border-color-translucent) !default;\n$dropdown-border-radius:            var(--#{$prefix}border-radius) !default;\n$dropdown-border-width:             var(--#{$prefix}border-width) !default;\n$dropdown-inner-border-radius:      calc(#{$dropdown-border-radius} - #{$dropdown-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$dropdown-divider-bg:               $dropdown-border-color !default;\n$dropdown-divider-margin-y:         $spacer * .5 !default;\n$dropdown-box-shadow:               var(--#{$prefix}box-shadow) !default;\n\n$dropdown-link-color:               var(--#{$prefix}body-color) !default;\n$dropdown-link-hover-color:         $dropdown-link-color !default;\n$dropdown-link-hover-bg:            var(--#{$prefix}tertiary-bg) !default;\n\n$dropdown-link-active-color:        $component-active-color !default;\n$dropdown-link-active-bg:           $component-active-bg !default;\n\n$dropdown-link-disabled-color:      var(--#{$prefix}tertiary-color) !default;\n\n$dropdown-item-padding-y:           $spacer * .25 !default;\n$dropdown-item-padding-x:           $spacer !default;\n\n$dropdown-header-color:             $gray-600 !default;\n$dropdown-header-padding-x:         $dropdown-item-padding-x !default;\n$dropdown-header-padding-y:         $dropdown-padding-y !default;\n// fusv-disable\n$dropdown-header-padding:           $dropdown-header-padding-y $dropdown-header-padding-x !default; // Deprecated in v5.2.0\n// fusv-enable\n// scss-docs-end dropdown-variables\n\n// scss-docs-start dropdown-dark-variables\n$dropdown-dark-color:               $gray-300 !default;\n$dropdown-dark-bg:                  $gray-800 !default;\n$dropdown-dark-border-color:        $dropdown-border-color !default;\n$dropdown-dark-divider-bg:          $dropdown-divider-bg !default;\n$dropdown-dark-box-shadow:          null !default;\n$dropdown-dark-link-color:          $dropdown-dark-color !default;\n$dropdown-dark-link-hover-color:    $white !default;\n$dropdown-dark-link-hover-bg:       rgba($white, .15) !default;\n$dropdown-dark-link-active-color:   $dropdown-link-active-color !default;\n$dropdown-dark-link-active-bg:      $dropdown-link-active-bg !default;\n$dropdown-dark-link-disabled-color: $gray-500 !default;\n$dropdown-dark-header-color:        $gray-500 !default;\n// scss-docs-end dropdown-dark-variables\n\n\n// Pagination\n\n// scss-docs-start pagination-variables\n$pagination-padding-y:              .375rem !default;\n$pagination-padding-x:              .75rem !default;\n$pagination-padding-y-sm:           .25rem !default;\n$pagination-padding-x-sm:           .5rem !default;\n$pagination-padding-y-lg:           .75rem !default;\n$pagination-padding-x-lg:           1.5rem !default;\n\n$pagination-font-size:              $font-size-base !default;\n\n$pagination-color:                  var(--#{$prefix}link-color) !default;\n$pagination-bg:                     var(--#{$prefix}body-bg) !default;\n$pagination-border-radius:          var(--#{$prefix}border-radius) !default;\n$pagination-border-width:           var(--#{$prefix}border-width) !default;\n$pagination-margin-start:           calc(#{$pagination-border-width} * -1) !default; // stylelint-disable-line function-disallowed-list\n$pagination-border-color:           var(--#{$prefix}border-color) !default;\n\n$pagination-focus-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-focus-bg:               var(--#{$prefix}secondary-bg) !default;\n$pagination-focus-box-shadow:       $focus-ring-box-shadow !default;\n$pagination-focus-outline:          0 !default;\n\n$pagination-hover-color:            var(--#{$prefix}link-hover-color) !default;\n$pagination-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$pagination-hover-border-color:     var(--#{$prefix}border-color) !default; // Todo in v6: remove this?\n\n$pagination-active-color:           $component-active-color !default;\n$pagination-active-bg:              $component-active-bg !default;\n$pagination-active-border-color:    $component-active-bg !default;\n\n$pagination-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$pagination-disabled-bg:            var(--#{$prefix}secondary-bg) !default;\n$pagination-disabled-border-color:  var(--#{$prefix}border-color) !default;\n\n$pagination-transition:              color .15s ease-in-out, background-color .15s ease-in-out, border-color .15s ease-in-out, box-shadow .15s ease-in-out !default;\n\n$pagination-border-radius-sm:       var(--#{$prefix}border-radius-sm) !default;\n$pagination-border-radius-lg:       var(--#{$prefix}border-radius-lg) !default;\n// scss-docs-end pagination-variables\n\n\n// Placeholders\n\n// scss-docs-start placeholders\n$placeholder-opacity-max:           .5 !default;\n$placeholder-opacity-min:           .2 !default;\n// scss-docs-end placeholders\n\n// Cards\n\n// scss-docs-start card-variables\n$card-spacer-y:                     $spacer !default;\n$card-spacer-x:                     $spacer !default;\n$card-title-spacer-y:               $spacer * .5 !default;\n$card-title-color:                  null !default;\n$card-subtitle-color:               null !default;\n$card-border-width:                 var(--#{$prefix}border-width) !default;\n$card-border-color:                 var(--#{$prefix}border-color-translucent) !default;\n$card-border-radius:                var(--#{$prefix}border-radius) !default;\n$card-box-shadow:                   null !default;\n$card-inner-border-radius:          subtract($card-border-radius, $card-border-width) !default;\n$card-cap-padding-y:                $card-spacer-y * .5 !default;\n$card-cap-padding-x:                $card-spacer-x !default;\n$card-cap-bg:                       rgba(var(--#{$prefix}body-color-rgb), .03) !default;\n$card-cap-color:                    null !default;\n$card-height:                       null !default;\n$card-color:                        null !default;\n$card-bg:                           var(--#{$prefix}body-bg) !default;\n$card-img-overlay-padding:          $spacer !default;\n$card-group-margin:                 $grid-gutter-width * .5 !default;\n// scss-docs-end card-variables\n\n// Accordion\n\n// scss-docs-start accordion-variables\n$accordion-padding-y:                     1rem !default;\n$accordion-padding-x:                     1.25rem !default;\n$accordion-color:                         var(--#{$prefix}body-color) !default;\n$accordion-bg:                            var(--#{$prefix}body-bg) !default;\n$accordion-border-width:                  var(--#{$prefix}border-width) !default;\n$accordion-border-color:                  var(--#{$prefix}border-color) !default;\n$accordion-border-radius:                 var(--#{$prefix}border-radius) !default;\n$accordion-inner-border-radius:           subtract($accordion-border-radius, $accordion-border-width) !default;\n\n$accordion-body-padding-y:                $accordion-padding-y !default;\n$accordion-body-padding-x:                $accordion-padding-x !default;\n\n$accordion-button-padding-y:              $accordion-padding-y !default;\n$accordion-button-padding-x:              $accordion-padding-x !default;\n$accordion-button-color:                  var(--#{$prefix}body-color) !default;\n$accordion-button-bg:                     var(--#{$prefix}accordion-bg) !default;\n$accordion-transition:                    $btn-transition, border-radius .15s ease !default;\n$accordion-button-active-bg:              var(--#{$prefix}primary-bg-subtle) !default;\n$accordion-button-active-color:           var(--#{$prefix}primary-text-emphasis) !default;\n\n// fusv-disable\n$accordion-button-focus-border-color:     $input-focus-border-color !default; // Deprecated in v5.3.3\n// fusv-enable\n$accordion-button-focus-box-shadow:       $btn-focus-box-shadow !default;\n\n$accordion-icon-width:                    1.25rem !default;\n$accordion-icon-color:                    $body-color !default;\n$accordion-icon-active-color:             $primary-text-emphasis !default;\n$accordion-icon-transition:               transform .2s ease-in-out !default;\n$accordion-icon-transform:                rotate(-180deg) !default;\n\n$accordion-button-icon:         url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n$accordion-button-active-icon:  url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='none' stroke='#{$accordion-icon-active-color}' stroke-linecap='round' stroke-linejoin='round'><path d='M2 5L8 11L14 5'/></svg>\") !default;\n// scss-docs-end accordion-variables\n\n// Tooltips\n\n// scss-docs-start tooltip-variables\n$tooltip-font-size:                 $font-size-sm !default;\n$tooltip-max-width:                 200px !default;\n$tooltip-color:                     var(--#{$prefix}body-bg) !default;\n$tooltip-bg:                        var(--#{$prefix}emphasis-color) !default;\n$tooltip-border-radius:             var(--#{$prefix}border-radius) !default;\n$tooltip-opacity:                   .9 !default;\n$tooltip-padding-y:                 $spacer * .25 !default;\n$tooltip-padding-x:                 $spacer * .5 !default;\n$tooltip-margin:                    null !default; // TODO: remove this in v6\n\n$tooltip-arrow-width:               .8rem !default;\n$tooltip-arrow-height:              .4rem !default;\n// fusv-disable\n$tooltip-arrow-color:               null !default; // Deprecated in Bootstrap 5.2.0 for CSS variables\n// fusv-enable\n// scss-docs-end tooltip-variables\n\n// Form tooltips must come after regular tooltips\n// scss-docs-start tooltip-feedback-variables\n$form-feedback-tooltip-padding-y:     $tooltip-padding-y !default;\n$form-feedback-tooltip-padding-x:     $tooltip-padding-x !default;\n$form-feedback-tooltip-font-size:     $tooltip-font-size !default;\n$form-feedback-tooltip-line-height:   null !default;\n$form-feedback-tooltip-opacity:       $tooltip-opacity !default;\n$form-feedback-tooltip-border-radius: $tooltip-border-radius !default;\n// scss-docs-end tooltip-feedback-variables\n\n\n// Popovers\n\n// scss-docs-start popover-variables\n$popover-font-size:                 $font-size-sm !default;\n$popover-bg:                        var(--#{$prefix}body-bg) !default;\n$popover-max-width:                 276px !default;\n$popover-border-width:              var(--#{$prefix}border-width) !default;\n$popover-border-color:              var(--#{$prefix}border-color-translucent) !default;\n$popover-border-radius:             var(--#{$prefix}border-radius-lg) !default;\n$popover-inner-border-radius:       calc(#{$popover-border-radius} - #{$popover-border-width}) !default; // stylelint-disable-line function-disallowed-list\n$popover-box-shadow:                var(--#{$prefix}box-shadow) !default;\n\n$popover-header-font-size:          $font-size-base !default;\n$popover-header-bg:                 var(--#{$prefix}secondary-bg) !default;\n$popover-header-color:              $headings-color !default;\n$popover-header-padding-y:          .5rem !default;\n$popover-header-padding-x:          $spacer !default;\n\n$popover-body-color:                var(--#{$prefix}body-color) !default;\n$popover-body-padding-y:            $spacer !default;\n$popover-body-padding-x:            $spacer !default;\n\n$popover-arrow-width:               1rem !default;\n$popover-arrow-height:              .5rem !default;\n// scss-docs-end popover-variables\n\n// fusv-disable\n// Deprecated in Bootstrap 5.2.0 for CSS variables\n$popover-arrow-color:               $popover-bg !default;\n$popover-arrow-outer-color:         var(--#{$prefix}border-color-translucent) !default;\n// fusv-enable\n\n\n// Toasts\n\n// scss-docs-start toast-variables\n$toast-max-width:                   350px !default;\n$toast-padding-x:                   .75rem !default;\n$toast-padding-y:                   .5rem !default;\n$toast-font-size:                   .875rem !default;\n$toast-color:                       null !default;\n$toast-background-color:            rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-border-width:                var(--#{$prefix}border-width) !default;\n$toast-border-color:                var(--#{$prefix}border-color-translucent) !default;\n$toast-border-radius:               var(--#{$prefix}border-radius) !default;\n$toast-box-shadow:                  var(--#{$prefix}box-shadow) !default;\n$toast-spacing:                     $container-padding-x !default;\n\n$toast-header-color:                var(--#{$prefix}secondary-color) !default;\n$toast-header-background-color:     rgba(var(--#{$prefix}body-bg-rgb), .85) !default;\n$toast-header-border-color:         $toast-border-color !default;\n// scss-docs-end toast-variables\n\n\n// Badges\n\n// scss-docs-start badge-variables\n$badge-font-size:                   .75em !default;\n$badge-font-weight:                 $font-weight-bold !default;\n$badge-color:                       $white !default;\n$badge-padding-y:                   .35em !default;\n$badge-padding-x:                   .65em !default;\n$badge-border-radius:               var(--#{$prefix}border-radius) !default;\n// scss-docs-end badge-variables\n\n\n// Modals\n\n// scss-docs-start modal-variables\n$modal-inner-padding:               $spacer !default;\n\n$modal-footer-margin-between:       .5rem !default;\n\n$modal-dialog-margin:               .5rem !default;\n$modal-dialog-margin-y-sm-up:       1.75rem !default;\n\n$modal-title-line-height:           $line-height-base !default;\n\n$modal-content-color:               null !default;\n$modal-content-bg:                  var(--#{$prefix}body-bg) !default;\n$modal-content-border-color:        var(--#{$prefix}border-color-translucent) !default;\n$modal-content-border-width:        var(--#{$prefix}border-width) !default;\n$modal-content-border-radius:       var(--#{$prefix}border-radius-lg) !default;\n$modal-content-inner-border-radius: subtract($modal-content-border-radius, $modal-content-border-width) !default;\n$modal-content-box-shadow-xs:       var(--#{$prefix}box-shadow-sm) !default;\n$modal-content-box-shadow-sm-up:    var(--#{$prefix}box-shadow) !default;\n\n$modal-backdrop-bg:                 $black !default;\n$modal-backdrop-opacity:            .5 !default;\n\n$modal-header-border-color:         var(--#{$prefix}border-color) !default;\n$modal-header-border-width:         $modal-content-border-width !default;\n$modal-header-padding-y:            $modal-inner-padding !default;\n$modal-header-padding-x:            $modal-inner-padding !default;\n$modal-header-padding:              $modal-header-padding-y $modal-header-padding-x !default; // Keep this for backwards compatibility\n\n$modal-footer-bg:                   null !default;\n$modal-footer-border-color:         $modal-header-border-color !default;\n$modal-footer-border-width:         $modal-header-border-width !default;\n\n$modal-sm:                          300px !default;\n$modal-md:                          500px !default;\n$modal-lg:                          800px !default;\n$modal-xl:                          1140px !default;\n\n$modal-fade-transform:              translate(0, -50px) !default;\n$modal-show-transform:              none !default;\n$modal-transition:                  transform .3s ease-out !default;\n$modal-scale-transform:             scale(1.02) !default;\n// scss-docs-end modal-variables\n\n\n// Alerts\n//\n// Define alert colors, border radius, and padding.\n\n// scss-docs-start alert-variables\n$alert-padding-y:               $spacer !default;\n$alert-padding-x:               $spacer !default;\n$alert-margin-bottom:           1rem !default;\n$alert-border-radius:           var(--#{$prefix}border-radius) !default;\n$alert-link-font-weight:        $font-weight-bold !default;\n$alert-border-width:            var(--#{$prefix}border-width) !default;\n$alert-dismissible-padding-r:   $alert-padding-x * 3 !default; // 3x covers width of x plus default padding on either side\n// scss-docs-end alert-variables\n\n// fusv-disable\n$alert-bg-scale:                -80% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-border-scale:            -70% !default; // Deprecated in v5.2.0, to be removed in v6\n$alert-color-scale:             40% !default; // Deprecated in v5.2.0, to be removed in v6\n// fusv-enable\n\n// Progress bars\n\n// scss-docs-start progress-variables\n$progress-height:                   1rem !default;\n$progress-font-size:                $font-size-base * .75 !default;\n$progress-bg:                       var(--#{$prefix}secondary-bg) !default;\n$progress-border-radius:            var(--#{$prefix}border-radius) !default;\n$progress-box-shadow:               var(--#{$prefix}box-shadow-inset) !default;\n$progress-bar-color:                $white !default;\n$progress-bar-bg:                   $primary !default;\n$progress-bar-animation-timing:     1s linear infinite !default;\n$progress-bar-transition:           width .6s ease !default;\n// scss-docs-end progress-variables\n\n\n// List group\n\n// scss-docs-start list-group-variables\n$list-group-color:                  var(--#{$prefix}body-color) !default;\n$list-group-bg:                     var(--#{$prefix}body-bg) !default;\n$list-group-border-color:           var(--#{$prefix}border-color) !default;\n$list-group-border-width:           var(--#{$prefix}border-width) !default;\n$list-group-border-radius:          var(--#{$prefix}border-radius) !default;\n\n$list-group-item-padding-y:         $spacer * .5 !default;\n$list-group-item-padding-x:         $spacer !default;\n// fusv-disable\n$list-group-item-bg-scale:          -80% !default; // Deprecated in v5.3.0\n$list-group-item-color-scale:       40% !default; // Deprecated in v5.3.0\n// fusv-enable\n\n$list-group-hover-bg:               var(--#{$prefix}tertiary-bg) !default;\n$list-group-active-color:           $component-active-color !default;\n$list-group-active-bg:              $component-active-bg !default;\n$list-group-active-border-color:    $list-group-active-bg !default;\n\n$list-group-disabled-color:         var(--#{$prefix}secondary-color) !default;\n$list-group-disabled-bg:            $list-group-bg !default;\n\n$list-group-action-color:           var(--#{$prefix}secondary-color) !default;\n$list-group-action-hover-color:     var(--#{$prefix}emphasis-color) !default;\n\n$list-group-action-active-color:    var(--#{$prefix}body-color) !default;\n$list-group-action-active-bg:       var(--#{$prefix}secondary-bg) !default;\n// scss-docs-end list-group-variables\n\n\n// Image thumbnails\n\n// scss-docs-start thumbnail-variables\n$thumbnail-padding:                 .25rem !default;\n$thumbnail-bg:                      var(--#{$prefix}body-bg) !default;\n$thumbnail-border-width:            var(--#{$prefix}border-width) !default;\n$thumbnail-border-color:            var(--#{$prefix}border-color) !default;\n$thumbnail-border-radius:           var(--#{$prefix}border-radius) !default;\n$thumbnail-box-shadow:              var(--#{$prefix}box-shadow-sm) !default;\n// scss-docs-end thumbnail-variables\n\n\n// Figures\n\n// scss-docs-start figure-variables\n$figure-caption-font-size:          $small-font-size !default;\n$figure-caption-color:              var(--#{$prefix}secondary-color) !default;\n// scss-docs-end figure-variables\n\n\n// Breadcrumbs\n\n// scss-docs-start breadcrumb-variables\n$breadcrumb-font-size:              null !default;\n$breadcrumb-padding-y:              0 !default;\n$breadcrumb-padding-x:              0 !default;\n$breadcrumb-item-padding-x:         .5rem !default;\n$breadcrumb-margin-bottom:          1rem !default;\n$breadcrumb-bg:                     null !default;\n$breadcrumb-divider-color:          var(--#{$prefix}secondary-color) !default;\n$breadcrumb-active-color:           var(--#{$prefix}secondary-color) !default;\n$breadcrumb-divider:                quote(\"/\") !default;\n$breadcrumb-divider-flipped:        $breadcrumb-divider !default;\n$breadcrumb-border-radius:          null !default;\n// scss-docs-end breadcrumb-variables\n\n// Carousel\n\n// scss-docs-start carousel-variables\n$carousel-control-color:             $white !default;\n$carousel-control-width:             15% !default;\n$carousel-control-opacity:           .5 !default;\n$carousel-control-hover-opacity:     .9 !default;\n$carousel-control-transition:        opacity .15s ease !default;\n\n$carousel-indicator-width:           30px !default;\n$carousel-indicator-height:          3px !default;\n$carousel-indicator-hit-area-height: 10px !default;\n$carousel-indicator-spacer:          3px !default;\n$carousel-indicator-opacity:         .5 !default;\n$carousel-indicator-active-bg:       $white !default;\n$carousel-indicator-active-opacity:  1 !default;\n$carousel-indicator-transition:      opacity .6s ease !default;\n\n$carousel-caption-width:             70% !default;\n$carousel-caption-color:             $white !default;\n$carousel-caption-padding-y:         1.25rem !default;\n$carousel-caption-spacer:            1.25rem !default;\n\n$carousel-control-icon-width:        2rem !default;\n\n$carousel-control-prev-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M11.354 1.646a.5.5 0 0 1 0 .708L5.707 8l5.647 5.646a.5.5 0 0 1-.708.708l-6-6a.5.5 0 0 1 0-.708l6-6a.5.5 0 0 1 .708 0z'/></svg>\") !default;\n$carousel-control-next-icon-bg:      url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$carousel-control-color}'><path d='M4.646 1.646a.5.5 0 0 1 .708 0l6 6a.5.5 0 0 1 0 .708l-6 6a.5.5 0 0 1-.708-.708L10.293 8 4.646 2.354a.5.5 0 0 1 0-.708z'/></svg>\") !default;\n\n$carousel-transition-duration:       .6s !default;\n$carousel-transition:                transform $carousel-transition-duration ease-in-out !default; // Define transform transition first if using multiple transitions (e.g., `transform 2s ease, opacity .5s ease-out`)\n// scss-docs-end carousel-variables\n\n// scss-docs-start carousel-dark-variables\n$carousel-dark-indicator-active-bg:  $black !default;\n$carousel-dark-caption-color:        $black !default;\n$carousel-dark-control-icon-filter:  invert(1) grayscale(100) !default;\n// scss-docs-end carousel-dark-variables\n\n\n// Spinners\n\n// scss-docs-start spinner-variables\n$spinner-width:           2rem !default;\n$spinner-height:          $spinner-width !default;\n$spinner-vertical-align:  -.125em !default;\n$spinner-border-width:    .25em !default;\n$spinner-animation-speed: .75s !default;\n\n$spinner-width-sm:        1rem !default;\n$spinner-height-sm:       $spinner-width-sm !default;\n$spinner-border-width-sm: .2em !default;\n// scss-docs-end spinner-variables\n\n\n// Close\n\n// scss-docs-start close-variables\n$btn-close-width:            1em !default;\n$btn-close-height:           $btn-close-width !default;\n$btn-close-padding-x:        .25em !default;\n$btn-close-padding-y:        $btn-close-padding-x !default;\n$btn-close-color:            $black !default;\n$btn-close-bg:               url(\"data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='#{$btn-close-color}'><path d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/></svg>\") !default;\n$btn-close-focus-shadow:     $focus-ring-box-shadow !default;\n$btn-close-opacity:          .5 !default;\n$btn-close-hover-opacity:    .75 !default;\n$btn-close-focus-opacity:    1 !default;\n$btn-close-disabled-opacity: .25 !default;\n$btn-close-white-filter:     invert(1) grayscale(100%) brightness(200%) !default;\n// scss-docs-end close-variables\n\n\n// Offcanvas\n\n// scss-docs-start offcanvas-variables\n$offcanvas-padding-y:               $modal-inner-padding !default;\n$offcanvas-padding-x:               $modal-inner-padding !default;\n$offcanvas-horizontal-width:        400px !default;\n$offcanvas-vertical-height:         30vh !default;\n$offcanvas-transition-duration:     .3s !default;\n$offcanvas-border-color:            $modal-content-border-color !default;\n$offcanvas-border-width:            $modal-content-border-width !default;\n$offcanvas-title-line-height:       $modal-title-line-height !default;\n$offcanvas-bg-color:                var(--#{$prefix}body-bg) !default;\n$offcanvas-color:                   var(--#{$prefix}body-color) !default;\n$offcanvas-box-shadow:              $modal-content-box-shadow-xs !default;\n$offcanvas-backdrop-bg:             $modal-backdrop-bg !default;\n$offcanvas-backdrop-opacity:        $modal-backdrop-opacity !default;\n// scss-docs-end offcanvas-variables\n\n// Code\n\n$code-font-size:                    $small-font-size !default;\n$code-color:                        $pink !default;\n\n$kbd-padding-y:                     .1875rem !default;\n$kbd-padding-x:                     .375rem !default;\n$kbd-font-size:                     $code-font-size !default;\n$kbd-color:                         var(--#{$prefix}body-bg) !default;\n$kbd-bg:                            var(--#{$prefix}body-color) !default;\n$nested-kbd-font-weight:            null !default; // Deprecated in v5.2.0, removing in v6\n\n$pre-color:                         null !default;\n\n@import \"variables-dark\"; // TODO: can be removed safely in v6, only here to avoid breaking changes in v5.3\n","// Override bootstrap variables\n$spacer: 1rem;\n$container-max-widths: (\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1400px,\n);\n$grid-breakpoints: (\n  xs: 0,\n  sm: 540px,\n  md: 720px,\n  lg: 960px,\n  xl: 1200px,\n);\n$dropdown-link-hover-bg: var(--pst-color-surface);\n\n// --pst-color-surface can also be assigned to the dark variant because it is\n// scoped to different values depending on light/dark theme\n$dropdown-dark-link-hover-bg: var(--pst-color-surface);\n$dropdown-link-active-bg: var(--pst-color-surface);\n$dropdown-dark-link-active-bg: var(--pst-color-surface);\n$focus-ring-width: 0.1875rem; // 3px at 100% zoom (0.1875 * 16px base font = 3px)\n$focus-ring-opacity: 1;\n$focus-ring-color: var(--pst-color-accent);\n$focus-ring-blur: 0;\n$focus-ring-box-shadow: 0 0 $focus-ring-blur $focus-ring-width $focus-ring-color;\n\n// outline creates the same style of focus ring, it just uses CSS outline instead of box shadow\n$focus-ring-outline: $focus-ring-color solid $focus-ring-width;\n$btn-focus-box-shadow: $focus-ring-box-shadow;\n","/***\n * Rules for the UX/UI of skip navigation link btn.\n * It's only visible to people\n * navigating with keyboard for accessibility purposes\n * ref: https://www.youtube.com/watch?v=VUR0I5mqq7I\n ***/\n\n.skip-link {\n  position: fixed;\n  top: 0;\n  left: 0;\n  right: 0;\n  text-align: center;\n  background-color: var(--pst-color-warning);\n  padding: 0.5rem;\n  z-index: $zindex-modal;\n  border-bottom: 1px solid var(--pst-color-border);\n\n  // This shows / hides the button\n  transform: translateY(-100%);\n  transition: transform 150ms ease-in-out;\n\n  &:focus-within {\n    transform: translateY(0%);\n  }\n\n  a {\n    // Ensure we are using a WCAG conformant colour\n    color: var(--pst-color-warning-text) !important;\n\n    &:focus-visible {\n      // use color with sufficient contrast\n      outline-color: $foundation-black;\n    }\n  }\n}\n","/*******************************************************************************\n* master color map. Only the colors that actually differ between light and dark\n* themes are specified separately.\n*\n* To see the full list of colors see https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1234%3A765&t=ifcFT1JtnrSshGfi-1\n*/\n\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetch\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/* Assign base colors for the PyData theme */\n$color-palette: (\n  // Primary color\n  \"teal\":\n    (\n      \"50\": #f4fbfc,\n      \"100\": #e9f6f8,\n      \"200\": #d0ecf1,\n      \"300\": #abdde6,\n      \"400\": #3fb1c5,\n      \"500\": #0a7d91,\n      \"600\": #085d6c,\n      \"700\": #064752,\n      \"800\": #042c33,\n      \"900\": #021b1f,\n    ),\n  // Secondary color\n  \"violet\":\n    (\n      \"50\": #f4eefb,\n      \"100\": #e0c7ff,\n      \"200\": #d5b4fd,\n      \"300\": #b780ff,\n      \"400\": #9c5ffd,\n      \"500\": #8045e5,\n      \"600\": #6432bd,\n      \"700\": #4b258f,\n      \"800\": #341a61,\n      \"900\": #1e0e39,\n    ),\n  // Neutrals\n  \"gray\":\n    (\n      \"50\": #f9f9fa,\n      \"100\": #f3f4f5,\n      \"200\": #e5e7ea,\n      \"300\": #d1d5da,\n      \"400\": #9ca4af,\n      \"500\": #677384,\n      \"600\": #48566b,\n      \"700\": #29313d,\n      \"800\": #222832,\n      \"900\": #14181e,\n    ),\n  // Accent color\n  \"pink\":\n    (\n      \"50\": #fcf8fd,\n      \"100\": #fcf0fa,\n      \"200\": #f8dff5,\n      \"300\": #f3c7ee,\n      \"400\": #e47fd7,\n      \"500\": #c132af,\n      \"600\": #912583,\n      \"700\": #6e1c64,\n      \"800\": #46123f,\n      \"900\": #2b0b27,\n    ),\n  \"foundation\": (\n    \"white\": #ffffff,\n    // gray-900\n    \"black\": #14181e,\n  )\n);\n\n:root {\n  // Add theme colours to the html root element\n  @each $group-color, $color in $color-palette {\n    @each $color-name, $definition in $color {\n      --pst-#{$group-color}-#{$color-name}: #{$definition};\n    }\n  }\n}\n\n// Static SCSS variables used thoroughout the theme\n// Minimum contrast ratio used for the theme.\n// Acceptable values for WCAG 2.0 are 3, 4.5 and 7.\n// See https://www.w3.org/TR/WCAG20/#visual-audio-contrast-contrast\n// 4.5 - is for text that is 14pt or less\n$min-contrast-ratio-4: 4.5;\n\n// 3 is for text that is 18pt or bold, or for non-text elements\n$min-contrast-ratio-3: 3;\n\n// Customize the light and dark text colors for use in our color contrast function.\n$foundation-black: #14181e;\n$foundation-white: #fff;\n\n// This is a custom - calculated  color between gray 100 and 200 - to reduce\n// the contrast ratio (avoid a jarring effect)\n$base-light-text: #ced6dd;\n\n// used in sphinx_design - gray 100\n$foundation-light-gray: #f3f4f5;\n\n// used in sphinx_design - gray 700\n$foundation-muted-gray: #29313d;\n\n// used in sphinx_design - gray 800\n$foundation-dark-gray: #222832;\n$pst-semantic-colors: (\n  \"primary\": (\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"teal\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"teal\", \"800\")},\n  ),\n  \"secondary\": (\n    \"light\": #{map-deep-get($color-palette, \"violet\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"violet\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"800\")},\n  ),\n  \"accent\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"500\")},\n    \"bg-light\": #{map-deep-get($color-palette, \"pink\", \"200\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"400\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"pink\", \"800\")},\n  ),\n  \"info\": (\n    \"light\": #276be9,\n    \"bg-light\": #dce7fc,\n    \"dark\": #79a3f2,\n    \"bg-dark\": #06245d,\n  ),\n  \"warning\": (\n    \"light\": #f66a0a,\n    \"bg-light\": #f8e3d0,\n    \"dark\": #ff9245,\n    \"bg-dark\": #652a02,\n  ),\n  \"success\": (\n    \"light\": #00843f,\n    \"bg-light\": #d6ece1,\n    \"dark\": #5fb488,\n    \"bg-dark\": #002f17,\n  ),\n  // This is based on the warning color\n  \"attention\":\n    (\n      \"light\": var(--pst-color-warning),\n      \"bg-light\": var(--pst-color-warning-bg),\n      \"dark\": var(--pst-color-warning),\n      \"bg-dark\": var(--pst-color-warning-bg),\n    ),\n  \"danger\": (\n    \"light\": #d72d47,\n    \"bg-light\": #f9e1e4,\n    \"dark\": #e78894,\n    \"bg-dark\": #4e111b,\n  ),\n  \"text-base\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    \"dark\": $base-light-text,\n  ),\n  \"text-muted\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"heading-color\": (\n    \"light\": #{$foundation-white},\n    \"dark\": #{$foundation-black},\n  ),\n  \"shadow\": (\n    \"light\": rgba(0, 0, 0, 0.1),\n    \"dark\": rgba(0, 0, 0, 0.2),\n  ),\n  \"border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"300\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"600\")},\n  ),\n  \"border-muted\": (\n    \"light\": rgba(23, 23, 26, 0.2),\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  \"blockquote-notch\": (\n    // These colors have a contrast ratio > 3.0 against both the background and\n    // surface colors that the notch is sandwiched between\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"500\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"400\")},\n  ),\n  \"inline-code\": (\n    \"light\": #{map-deep-get($color-palette, \"pink\", \"600\")},\n    \"dark\": #{map-deep-get($color-palette, \"pink\", \"300\")},\n  ),\n  \"inline-code-links\": (\n    // need to make sure there is enough contrast against the code bg\n    \"light\": #{map-deep-get($color-palette, \"teal\", \"600\")},\n    // keep primary color for dark mode\n    \"dark\": #{map-deep-get($color-palette, \"teal\", \"400\")},\n  ),\n  \"target\": (\n    \"light\": #f3cf95,\n    \"dark\": #675c04,\n  ),\n  \"table\": (\n    \"light\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    \"dark\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n  ),\n  \"table-row-hover\": (\n    \"bg-light\": #{map-deep-get($color-palette, \"violet\", \"300\")},\n    \"bg-dark\": #{map-deep-get($color-palette, \"violet\", \"600\")},\n  ),\n  \"table-inner-border\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"200\")},\n    \"dark\": #364150,\n  ),\n  // DEPTH COLORS - you can see the elevation colours and shades\n  // in the Figma file https://www.figma.com/file/rUrrHGhUBBIAAjQ82x6pz9/PyData-Design-system---proposal-for-implementation-(2)?node-id=1492%3A922&t=sQeQZehkOzposYEg-1\n  // background: color of the canvas / the furthest back layer\n  \"background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"foundation\", \"black\")},\n    ),\n  // on-background: provides slight contrast against background\n  // (by use of shadows in light theme)\n  \"on-background\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"foundation\", \"white\")},\n      \"dark\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n    ),\n  \"surface\": (\n    \"light\": #{map-deep-get($color-palette, \"gray\", \"100\")},\n    \"dark\": #{map-deep-get($color-palette, \"gray\", \"700\")},\n  ),\n  // on_surface: object on top of surface object (without shadows)\n  \"on-surface\":\n    (\n      \"light\": #{map-deep-get($color-palette, \"gray\", \"800\")},\n      \"dark\": $foundation-light-gray,\n    ),\n);\n\n/*******************************************************************************\n* write the color rules for each theme (light/dark)\n*/\n\n/* NOTE:\n * Mixins enable us to reuse the same definitions for the different modes\n * https://sass-lang.com/documentation/at-rules/mixin\n * #{something} inserts a variable into a CSS selector or property name\n * https://sass-lang.com/documentation/interpolation\n */\n@mixin theme-colors($mode) {\n  // check if this color is defined differently for light/dark\n  @each $col-name, $definition in $pst-semantic-colors {\n    @if meta.type-of($definition) == map {\n      @each $key, $val in $definition {\n        @if string.index($key, $mode) {\n          // since now we define the bg colours in the semantic colours and not\n          // by changing opacity, we need to check if the key contains bg and the\n          // correct mode (light/dark)\n          @if string.index($key, \"bg\") {\n            --pst-color-#{$col-name}-bg: #{$val};\n          } @else {\n            --pst-color-#{$col-name}: #{$val};\n          }\n        }\n      }\n    } @else {\n      --pst-color-#{$col-name}: #{$definition};\n    }\n  }\n\n  // assign the \"duplicate\" colors (ones that just reference other variables)\n  & {\n    --pst-color-link: var(--pst-color-primary);\n    --pst-color-link-hover: var(--pst-color-secondary);\n    --pst-color-table-outer-border: var(--pst-color-surface);\n    --pst-color-table-heading-bg: var(--pst-color-surface);\n    --pst-color-table-row-zebra-high-bg: var(--pst-color-on-background);\n    --pst-color-table-row-zebra-low-bg: var(--pst-color-surface);\n  }\n\n  // adapt to light/dark-specific content\n  @if $mode == \"light\" {\n    .only-dark,\n    .only-dark ~ figcaption {\n      display: none !important;\n    }\n  } @else {\n    .only-light,\n    .only-light ~ figcaption {\n      display: none !important;\n    }\n\n    /* Adjust images in dark mode (unless they have class .only-dark or\n     * .dark-light, in which case assume they're already optimized for dark\n     * mode).\n     */\n    img:not(.only-dark, .dark-light) {\n      filter: brightness(0.8) contrast(1.2);\n    }\n\n    /* Give images a light background in dark mode in case they have\n    *  transparency and black text (unless they have class .only-dark or .dark-light, in\n    *  which case assume they're already optimized for dark mode).\n    */\n    .bd-content img:not(.only-dark, .dark-light) {\n      background-color: rgb(255 255 255);\n      border-radius: 0.25rem;\n    }\n\n    // MathJax SVG outputs should be filled to same color as text.\n    .MathJax_SVG * {\n      fill: var(--pst-color-text-base);\n    }\n  }\n}\n\n/* Defaults to light mode if data-theme is not set */\nhtml:not([data-theme]) {\n  @include theme-colors(\"light\");\n}\n\n/* NOTE: @each {...} is like a for-loop\n * https://sass-lang.com/documentation/at-rules/control/each\n */\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    @include theme-colors($mode);\n\n    color-scheme: $mode;\n  }\n}\n\n// assign classes too, for runtime use of theme colors\n@each $col-name, $definition in $pst-semantic-colors {\n  .pst-color-#{$col-name} {\n    color: var(--pst-color-#{$col-name});\n  }\n}\n",".bd-container {\n  flex-grow: 1;\n  display: flex;\n  justify-content: center;\n\n  .bd-container__inner {\n    display: flex;\n  }\n}\n\n.bd-page-width {\n  width: 100%;\n\n  @include media-breakpoint-up(lg) {\n    max-width: $breakpoint-page-width;\n  }\n}\n","// Breakpoint viewport sizes and media queries.\n//\n// Breakpoints are defined as a map of (name: minimum width), order from small to large:\n//\n//    (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px)\n//\n// The map defined in the `$grid-breakpoints` global variable is used as the `$breakpoints` argument by default.\n\n// Name of the next breakpoint, or null for the last breakpoint.\n//\n//    >> breakpoint-next(sm)\n//    md\n//    >> breakpoint-next(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    md\n//    >> breakpoint-next(sm, $breakpoint-names: (xs sm md lg xl xxl))\n//    md\n@function breakpoint-next($name, $breakpoints: $grid-breakpoints, $breakpoint-names: map-keys($breakpoints)) {\n  $n: index($breakpoint-names, $name);\n  @if not $n {\n    @error \"breakpoint `#{$name}` not found in `#{$breakpoints}`\";\n  }\n  @return if($n < length($breakpoint-names), nth($breakpoint-names, $n + 1), null);\n}\n\n// Minimum breakpoint width. Null for the smallest (first) breakpoint.\n//\n//    >> breakpoint-min(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    576px\n@function breakpoint-min($name, $breakpoints: $grid-breakpoints) {\n  $min: map-get($breakpoints, $name);\n  @return if($min != 0, $min, null);\n}\n\n// Maximum breakpoint width.\n// The maximum value is reduced by 0.02px to work around the limitations of\n// `min-` and `max-` prefixes and viewports with fractional widths.\n// See https://www.w3.org/TR/mediaqueries-4/#mq-min-max\n// Uses 0.02px rather than 0.01px to work around a current rounding bug in Safari.\n// See https://bugs.webkit.org/show_bug.cgi?id=178261\n//\n//    >> breakpoint-max(md, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    767.98px\n@function breakpoint-max($name, $breakpoints: $grid-breakpoints) {\n  $max: map-get($breakpoints, $name);\n  @return if($max and $max > 0, $max - .02, null);\n}\n\n// Returns a blank string if smallest breakpoint, otherwise returns the name with a dash in front.\n// Useful for making responsive utilities.\n//\n//    >> breakpoint-infix(xs, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"\"  (Returns a blank string)\n//    >> breakpoint-infix(sm, (xs: 0, sm: 576px, md: 768px, lg: 992px, xl: 1200px, xxl: 1400px))\n//    \"-sm\"\n@function breakpoint-infix($name, $breakpoints: $grid-breakpoints) {\n  @return if(breakpoint-min($name, $breakpoints) == null, \"\", \"-#{$name}\");\n}\n\n// Media of at least the minimum breakpoint width. No query for the smallest breakpoint.\n// Makes the @content apply to the given breakpoint and wider.\n@mixin media-breakpoint-up($name, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($name, $breakpoints);\n  @if $min {\n    @media (min-width: $min) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media of at most the maximum breakpoint width. No query for the largest breakpoint.\n// Makes the @content apply to the given breakpoint and narrower.\n@mixin media-breakpoint-down($name, $breakpoints: $grid-breakpoints) {\n  $max: breakpoint-max($name, $breakpoints);\n  @if $max {\n    @media (max-width: $max) {\n      @content;\n    }\n  } @else {\n    @content;\n  }\n}\n\n// Media that spans multiple breakpoint widths.\n// Makes the @content apply between the min and max breakpoints\n@mixin media-breakpoint-between($lower, $upper, $breakpoints: $grid-breakpoints) {\n  $min: breakpoint-min($lower, $breakpoints);\n  $max: breakpoint-max($upper, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($lower, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($upper, $breakpoints) {\n      @content;\n    }\n  }\n}\n\n// Media between the breakpoint's minimum and maximum widths.\n// No minimum for the smallest breakpoint, and no maximum for the largest one.\n// Makes the @content apply only to the given breakpoint, not viewports any wider or narrower.\n@mixin media-breakpoint-only($name, $breakpoints: $grid-breakpoints) {\n  $min:  breakpoint-min($name, $breakpoints);\n  $next: breakpoint-next($name, $breakpoints);\n  $max:  breakpoint-max($next, $breakpoints);\n\n  @if $min != null and $max != null {\n    @media (min-width: $min) and (max-width: $max) {\n      @content;\n    }\n  } @else if $max == null {\n    @include media-breakpoint-up($name, $breakpoints) {\n      @content;\n    }\n  } @else if $min == null {\n    @include media-breakpoint-down($next, $breakpoints) {\n      @content;\n    }\n  }\n}\n",".pst-async-banner-revealer {\n  // Setting height to 0 and overflow to hidden allows us to add up the heights\n  // of this element's children before revealing them.\n  height: 0;\n  overflow: hidden;\n\n  // Height to be set by JavaScript, which should trigger the following\n  // transition rule (unless the user has set their system to reduce motion).\n  transition: height 300ms ease-in-out;\n\n  @media (prefers-reduced-motion) {\n    transition: none;\n  }\n}\n\n#bd-header-version-warning,\n.bd-header-announcement {\n  min-height: 3rem;\n  width: 100%;\n  display: flex;\n  position: relative;\n  align-items: center;\n  justify-content: center;\n  text-align: center;\n  padding: 0.5rem 12.5%; // Horizontal padding so the width is 75%\n  // One breakpoint less than $breakpoint-sidebar-primary. See variables/_layout.scss for more info.\n  @include media-breakpoint-down(lg) {\n    // Announcements can take a bit more width on mobile\n    padding: 0.5rem 2%;\n  }\n\n  p {\n    font-weight: bold;\n    margin: 0;\n  }\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // The \"Switch to stable version\" link (styled like a button)\n  .pst-button-link-to-stable-version {\n    @include box-shadow;\n\n    $background-color: var(--pst-color-danger);\n    $hover-background-color: var(--pst-color-danger-highlight);\n    $color: var(--pst-color-danger-text);\n\n    background-color: $background-color;\n    border-color: $background-color;\n    color: $color;\n    border-radius: 0.25rem;\n\n    &:hover {\n      background-color: $hover-background-color;\n      border-color: $hover-background-color;\n      color: $color;\n    }\n\n    &:focus-visible {\n      outline: $focus-ring-width solid $background-color;\n      outline-offset: $focus-ring-width;\n    }\n  }\n}\n\n// Bg color is now defined in the theme color palette - using our secondary color\n.bd-header-announcement {\n  background-color: var(--pst-color-secondary-bg);\n}\n\n#bd-header-version-warning {\n  background-color: var(--pst-color-danger-bg);\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n\n/**\n * A consistent box shadow style we apply across elements.\n */\n@mixin box-shadow() {\n  box-shadow:\n    0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n\n/**\n   * Set background of some cell outputs to white-ish to make sure colors work\n   * This is because many libraries make output that only looks good on white\n   */\n@mixin cell-output-background {\n  color: var(--pst-color-on-background);\n  background-color: var(--pst-color-text-base);\n  border-radius: 0.25rem;\n  padding: 0.5rem;\n}\n\n@mixin table-colors {\n  color: var(--pst-color-table);\n  border: 1px solid var(--pst-color-table-outer-border);\n\n  th,\n  td {\n    ~ th,\n    ~ td {\n      border-left: 1px solid var(--pst-color-table-inner-border);\n    }\n  }\n\n  thead {\n    tr {\n      background-color: var(--pst-color-table-heading-bg);\n      border-bottom: 2px solid var(--pst-color-primary);\n    }\n  }\n\n  tbody {\n    tr {\n      &:nth-child(odd) {\n        background-color: var(--pst-color-table-row-zebra-low-bg);\n      }\n\n      &:nth-child(even) {\n        background-color: var(--pst-color-table-row-zebra-high-bg);\n      }\n\n      &:hover {\n        background-color: var(--pst-color-table-row-hover-bg);\n      }\n    }\n  }\n}\n\n// Minimum mouse hit area\n// ----------------------\n// Ensures that the element has a minimum hit area that conforms to\n// accessibility guidelines. For WCAG AA, we need 24px x 24px, see:\n// https://www.w3.org/WAI/WCAG22/Understanding/target-size-minimum.html\n@mixin min-hit-area() {\n  box-sizing: border-box;\n  min-width: 24px;\n  min-height: 24px;\n}\n","/**\n * Main content area\n */\n.bd-main {\n  flex-grow: 1;\n  flex-direction: column;\n  display: flex;\n  min-width: 0;\n\n  .bd-content {\n    display: flex;\n    justify-content: center;\n    height: 100%;\n\n    .bd-article-container {\n      justify-content: start;\n      display: flex;\n      flex-direction: column;\n\n      // Max-width is slightly more than the W3 since our docs often have images.\n      // We shoot for about 100 characters per line instead of 80.\n      // ref: https://www.w3.org/WAI/tutorials/page-structure/styling/#line-length\n      width: 100%;\n      max-width: 60em;\n      overflow-x: auto; // Prevent wide content from pushing off the secondary sidebar\n      padding: 1rem;\n\n      .bd-article {\n        // Give a bit more verticle spacing on wide screens\n        @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n          padding-top: 1.5rem;\n          padding-left: 2rem;\n        }\n      }\n    }\n  }\n}\n",".bd-footer {\n  width: 100%;\n  border-top: 1px solid var(--pst-color-border);\n\n  .bd-footer__inner {\n    display: flex;\n    flex-grow: 1;\n    padding: 1rem;\n    margin: auto;\n  }\n\n  .footer-items__start,\n  .footer-items__center,\n  .footer-items__end {\n    display: flex;\n    flex-direction: column;\n    gap: 0.5rem;\n    justify-content: center;\n    flex-grow: 1;\n  }\n\n  .footer-items__center {\n    text-align: center;\n  }\n\n  .footer-items__end {\n    text-align: end;\n  }\n\n  // So that paragraphs don't take up extra room\n  .footer-item p {\n    margin-bottom: 0;\n  }\n}\n",".bd-footer-article {\n  margin-top: auto;\n\n  .footer-article-items {\n    display: flex;\n    flex-direction: column;\n  }\n}\n",".bd-footer-content {\n  .footer-content-items {\n    display: flex;\n    flex-direction: column;\n    margin-top: auto;\n  }\n}\n","/**\n * Header at the top of the page\n * It includes the announcement bar and the navigation bar.\n */\n\n// Styling for the Icon links can be found in components/_icon-links.scss\n\n// If we want the shadow to only point downward in the future, set\n// box-shadow to: 0 0.125rem 0.25rem -0.125rem rgba(0, 0, 0, 0.11);\n.bd-header {\n  position: sticky;\n  top: 0;\n  z-index: $zindex-fixed;\n\n  // Overrides bootstrap\n  background-color: var(--pst-color-on-background) !important;\n  box-shadow: 0 0.125rem 0.25rem 0 var(--pst-color-shadow);\n  width: 100%;\n  padding: 0;\n  max-width: 100vw;\n  justify-content: center;\n\n  .bd-header__inner {\n    display: flex;\n    align-items: center;\n    height: fit-content;\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // These items will define the height of the header\n  .navbar-item {\n    height: var(--pst-header-height);\n    max-height: var(--pst-header-height);\n    display: flex;\n    align-items: center;\n  }\n\n  // Hide the navbar header items on mobile because they're in the sidebar\n  .navbar-header-items {\n    display: none;\n    flex-shrink: 1;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: inherit;\n      flex-grow: 1;\n      padding: 0 0 0 0.5rem;\n    }\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center,\n  .navbar-header-items__start {\n    display: flex;\n    align-items: center;\n    flex-flow: wrap;\n\n    // In case we wrap our items to multiple rows on small screens\n    row-gap: 0;\n  }\n\n  .navbar-header-items__end,\n  .navbar-header-items__center {\n    column-gap: 1rem;\n  }\n\n  // A little smaller because this is displayed by default on mobile\n  .navbar-header-items__start {\n    flex-shrink: 0;\n    margin-right: auto;\n    gap: 0.5rem;\n  }\n\n  .navbar-header-items__end {\n    // End navbar items should snap to the right\n    justify-content: end;\n  }\n\n  // Contains the navigation links within the navbar\n  ul.navbar-nav {\n    display: flex;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      // Align on wide screens so the dropdown button is centered properly\n      align-items: baseline;\n    }\n\n    > li.nav-item {\n      margin-inline: 2px; // breathing room so hover and focus styles do not overlap\n\n      > .nav-link {\n        @include link-style-block;\n\n        padding-inline: 6px;\n      }\n\n      &.current {\n        > .nav-link {\n          color: var(--pst-color-primary);\n\n          // Underline the current navbar item\n          &::before {\n            border-bottom: 3px solid var(--pst-color-primary);\n          }\n        }\n      }\n\n      &.dropdown {\n        margin-inline: 4px;\n\n        button {\n          padding-inline: 8px;\n        }\n\n        > .dropdown-toggle {\n          border-radius: $focus-ring-radius; // make border radius the same for both hover ring and focus ring\n          color: var(--pst-color-text-muted);\n\n          &:focus-visible {\n            box-shadow: $focus-ring-box-shadow;\n          }\n\n          &:hover {\n            text-decoration: none;\n            box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover); // purple focus ring\n            // Brighten the text on hover (muted -> base)\n            color: var(--pst-color-text-base);\n          }\n        }\n      }\n    }\n\n    li a.nav-link.dropdown-item {\n      @include link-style-text;\n    }\n\n    // Dropdowns for the extra links\n    .dropdown {\n      button {\n        display: unset;\n        border: none;\n\n        &:hover {\n          @include link-style-hover;\n        }\n      }\n\n      .dropdown-menu {\n        z-index: $zindex-popover;\n        border: 1px solid var(--pst-color-border);\n        box-shadow: 0 0 0.3rem 0.1rem var(--pst-color-shadow);\n        background-color: var(--pst-color-on-background);\n        padding: 0.5rem 0;\n        margin: 0.5rem 0;\n        min-width: 20rem;\n\n        .dropdown-item {\n          // Give the items in the dropdown some breathing room but let the hit\n          // and hover area of the items extend to the edges of the menu\n          padding: 0.25rem 1.5rem;\n\n          // Override Bootstrap\n          &:focus:not(:hover, :active) {\n            background-color: inherit;\n          }\n\n          &:focus-visible {\n            z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n          }\n        }\n\n        // Hide the menu unless show has been clicked\n        &:not(.show) {\n          display: none;\n        }\n      }\n    }\n  }\n\n  // **************************************************************\n  // Showing and hiding the sidebar toggle buttons and header items\n  // **************************************************************\n\n  // Toggle buttons\n  button.sidebar-toggle {\n    font-size: var(--pst-font-size-icon);\n    color: var(--pst-color-muted);\n    margin-bottom: 0;\n    background-color: inherit;\n    padding: 0.5rem;\n  }\n\n  button.primary-toggle {\n    margin-right: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  button.secondary-toggle {\n    margin-left: 1rem;\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      display: none;\n    }\n  }\n}\n\n// inline the element in the navbar as long as they fit and use display block when collapsing\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .navbar-center-items .navbar-item {\n    display: inline-block;\n  }\n}\n\n.nav-link {\n  &:hover {\n    @include link-style-hover;\n  }\n\n  // Override Bootstrap\n  transition: none;\n\n  &.nav-external::after {\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-external-link);\n    font-size: 0.75em;\n    margin-left: 0.3em;\n  }\n}\n\n.bd-navbar-elements li.nav-item i {\n  font-size: 0.7rem;\n  padding-left: 2px;\n  vertical-align: middle;\n}\n\n// THe elements next to the hamburger menu only show on narrow screens\n.navbar-persistent--mobile {\n  margin-left: auto;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: none;\n  }\n}\n\n// The navbar-persistent content should only show on wide screens\n.navbar-persistent--container {\n  display: none;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: flex;\n  }\n}\n",".header-article__inner {\n  display: flex;\n  padding: 0 0.5rem;\n\n  // The items define the height so that it disappears if there are no items\n  .header-article-item {\n    min-height: var(--pst-header-article-height);\n    height: var(--pst-header-article-height);\n  }\n\n  .header-article-items__start,\n  .header-article-items__end {\n    display: flex;\n    align-items: start;\n    gap: 0.5rem;\n  }\n\n  .header-article-items__end {\n    margin-left: auto;\n  }\n}\n","/**\n * The primary sidebar on the left.\n * e.g., between-pages navigation.\n */\n\n$sidebar-padding-right: 1rem;\n\n.bd-sidebar-primary {\n  display: flex;\n  flex-direction: column;\n  gap: 1rem;\n  max-height: calc(100vh - var(--pst-header-height));\n  position: sticky;\n  top: var(--pst-header-height);\n\n  @include make-col(3);\n\n  // Borders padding and whitespace\n  padding: 2rem $sidebar-padding-right 1rem 1rem;\n  border-right: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  :focus-visible {\n    border-radius: $focus-ring-radius;\n  }\n\n  // override bootstrap when navlink are displayed in the sidebar\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n  }\n\n  &.no-sidebar {\n    border-right: 0;\n  }\n\n  &.hide-on-wide {\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  // Headers shouldn't be colored in the sidebars and some extensions add headers\n  h1,\n  h2,\n  h3,\n  h4 {\n    color: var(--pst-color-text-base);\n  }\n\n  .sidebar-primary-items__start,\n  .sidebar-primary-items__end {\n    .sidebar-primary-item {\n      padding: 0.5rem 0;\n    }\n  }\n\n  // Hide the sidebar header items on widescreen since they are visible in the header\n  .sidebar-header-items {\n    display: flex;\n    flex-direction: column;\n\n    .sidebar-header-items__title {\n      font-weight: var(--pst-sidebar-header-font-weight);\n      font-size: var(--pst-sidebar-header-font-size);\n      color: var(--pst-color-text-base);\n      margin-bottom: 0.5rem;\n    }\n\n    // The dropdown toggle for extra links just shows them all instead.\n    .nav-item.dropdown {\n      // On mobile, the dropdown behaves like any other link, no hiding\n      button {\n        display: none;\n      }\n\n      .dropdown-menu {\n        display: flex;\n        flex-direction: column;\n        padding: 0;\n        margin: 0;\n        border: none;\n        background-color: inherit;\n        font-size: inherit;\n\n        .dropdown-item {\n          &:hover,\n          &:focus {\n            // In the mobile sidebar, the dropdown menu is inlined with the\n            // other links, which do not have background-color changes on hover\n            // and focus\n            background-color: unset;\n          }\n        }\n      }\n    }\n\n    .bd-navbar-elements {\n      .nav-link {\n        &:focus-visible {\n          box-shadow: none; // Override Bootstrap\n          outline: $focus-ring-outline;\n          outline-offset: $focus-ring-width;\n        }\n      }\n    }\n\n    // Center header items get displayed vertically, end items are displayed horizontally\n    .sidebar-header-items__center {\n      display: flex;\n      flex-direction: column;\n    }\n\n    // Positioning end items\n    .sidebar-header-items__end {\n      display: flex;\n      align-items: center;\n      gap: 1rem;\n    }\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      display: none;\n    }\n  }\n\n  .sidebar-primary-items__start {\n    // Add a border on mobile to separate it from the header sidebar area\n    border-top: 1px solid var(--pst-color-border);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      border-top: none;\n    }\n  }\n\n  .sidebar-primary-items__end {\n    margin-top: auto;\n    margin-bottom: 1em;\n  }\n\n  .list-caption {\n    list-style: none;\n    padding-left: 0;\n\n    // Level 0 TOC heading is put inside the <summary> tag\n    // so let the <summary> tag take up more space\n    li.toctree-l0.has-children {\n      > details {\n        > summary {\n          position: relative;\n          height: auto;\n          width: auto;\n          display: flex;\n          justify-content: space-between;\n          align-items: baseline;\n\n          .toctree-toggle {\n            // Prevent toggle icon from getting squished by summary being a\n            // flexbox\n            flex: 0 0 auto;\n\n            // Make the level 0 chevron icon slightly bigger than descendant\n            // levels\n            .fa-chevron-down {\n              font-size: 1rem;\n            }\n          }\n        }\n      }\n    }\n  }\n\n  li.has-children {\n    $toctree-toggle-width: 30px;\n\n    position: relative;\n\n    > .reference,\n    .caption {\n      margin-right: calc(\n        $toctree-toggle-width + $focus-ring-width\n      ); // keep clear of the toggle icon\n\n      padding-top: 0.25rem; // align caption text with toggle chevron\n    }\n\n    > details {\n      > summary {\n        // Remove browser default toggle icon\n        list-style: none;\n\n        &::-webkit-details-marker {\n          display: none;\n        }\n\n        // The summary element is natively focusable, but delegate the focus state to the toggle icon\n        &:focus-visible {\n          outline: none;\n\n          > .toctree-toggle {\n            outline: $focus-ring-outline;\n            outline-offset: -$focus-ring-width; // Prevent right side of focus ring from disappearing underneath the sidebar's right edge\n          }\n        }\n\n        // Container for expand/collapse chevron icon\n        .toctree-toggle {\n          cursor: pointer;\n\n          // Position it so that it's aligned with the top right corner of the\n          // last positioned element, in this case the li.has-children\n          position: absolute;\n          top: 0;\n          right: 0;\n\n          // Give it dimensions\n          width: $toctree-toggle-width;\n          height: $toctree-toggle-width; // make it square\n\n          // Vertically and horizontally center the icon within the container\n          display: inline-flex;\n          justify-content: center;\n          align-items: center;\n\n          .fa-chevron-down {\n            font-size: 0.75rem;\n          }\n        }\n      }\n\n      // The section is open/expanded, rotate the toggle icon (chevron) so it\n      // points up instead of down\n      &[open] {\n        > summary {\n          .fa-chevron-down {\n            transform: rotate(180deg);\n          }\n        }\n      }\n    }\n  }\n}\n\n/* Between-page links and captions */\nnav.bd-links {\n  margin-right: -$sidebar-padding-right; // align toctree toggle chevrons with right edge of sidebar and allow text to flow closer to the right edge\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    display: block;\n  }\n\n  ul {\n    display: block;\n    list-style: none;\n\n    // Reduce padding of nested `ul` items a bit\n    ul {\n      padding: 0 0 0 1rem;\n    }\n  }\n\n  li > a {\n    display: block;\n    padding: 0.25rem 0.65rem;\n\n    @include link-sidebar;\n\n    box-shadow: none;\n    margin-right: $focus-ring-width; // prevent the right side focus ring from disappearing under the sidebar right edge\n\n    &.reference.external {\n      &::after {\n        font: var(--fa-font-solid);\n        content: var(--pst-icon-external-link);\n        font-size: 0.75em;\n        margin-left: 0.3em;\n      }\n    }\n  }\n\n  .current > a {\n    @include link-sidebar-current;\n\n    background-color: transparent;\n  }\n\n  // Title\n  p.bd-links__title {\n    font-size: var(--pst-sidebar-header-font-size);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n\n  // Toctree captions\n  p.caption {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    position: relative;\n    margin-top: 1.25rem;\n    margin-bottom: 0.5rem;\n    color: var(--pst-color-text-base);\n\n    &:first-child {\n      margin-top: 0;\n    }\n\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-primary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n}\n","// Grid system\n//\n// Generate semantic grid columns with these mixins.\n\n@mixin make-row($gutter: $grid-gutter-width) {\n  --#{$prefix}gutter-x: #{$gutter};\n  --#{$prefix}gutter-y: 0;\n  display: flex;\n  flex-wrap: wrap;\n  // TODO: Revisit calc order after https://github.com/react-bootstrap/react-bootstrap/issues/6039 is fixed\n  margin-top: calc(-1 * var(--#{$prefix}gutter-y)); // stylelint-disable-line function-disallowed-list\n  margin-right: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n  margin-left: calc(-.5 * var(--#{$prefix}gutter-x)); // stylelint-disable-line function-disallowed-list\n}\n\n@mixin make-col-ready() {\n  // Add box sizing if only the grid is loaded\n  box-sizing: if(variable-exists(include-column-box-sizing) and $include-column-box-sizing, border-box, null);\n  // Prevent columns from becoming too narrow when at smaller grid tiers by\n  // always setting `width: 100%;`. This works because we set the width\n  // later on to override this initial width.\n  flex-shrink: 0;\n  width: 100%;\n  max-width: 100%; // Prevent `.col-auto`, `.col` (& responsive variants) from breaking out the grid\n  padding-right: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  padding-left: calc(var(--#{$prefix}gutter-x) * .5); // stylelint-disable-line function-disallowed-list\n  margin-top: var(--#{$prefix}gutter-y);\n}\n\n@mixin make-col($size: false, $columns: $grid-columns) {\n  @if $size {\n    flex: 0 0 auto;\n    width: percentage(divide($size, $columns));\n\n  } @else {\n    flex: 1 1 0;\n    max-width: 100%;\n  }\n}\n\n@mixin make-col-auto() {\n  flex: 0 0 auto;\n  width: auto;\n}\n\n@mixin make-col-offset($size, $columns: $grid-columns) {\n  $num: divide($size, $columns);\n  margin-left: if($num == 0, 0, percentage($num));\n}\n\n// Row columns\n//\n// Specify on a parent element(e.g., .row) to force immediate children into NN\n// number of columns. Supports wrapping to new lines, but does not do a Masonry\n// style grid.\n@mixin row-cols($count) {\n  > * {\n    flex: 0 0 auto;\n    width: percentage(divide(1, $count));\n  }\n}\n\n// Framework grid generation\n//\n// Used only by Bootstrap to generate the correct number of grid classes given\n// any value of `$grid-columns`.\n\n@mixin make-grid-columns($columns: $grid-columns, $gutter: $grid-gutter-width, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      // Provide basic `.col-{bp}` classes for equal-width flexbox columns\n      .col#{$infix} {\n        flex: 1 0 0%; // Flexbugs #4: https://github.com/philipwalton/flexbugs#flexbug-4\n      }\n\n      .row-cols#{$infix}-auto > * {\n        @include make-col-auto();\n      }\n\n      @if $grid-row-columns > 0 {\n        @for $i from 1 through $grid-row-columns {\n          .row-cols#{$infix}-#{$i} {\n            @include row-cols($i);\n          }\n        }\n      }\n\n      .col#{$infix}-auto {\n        @include make-col-auto();\n      }\n\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .col#{$infix}-#{$i} {\n            @include make-col($i, $columns);\n          }\n        }\n\n        // `$columns - 1` because offsetting by the width of an entire row isn't possible\n        @for $i from 0 through ($columns - 1) {\n          @if not ($infix == \"\" and $i == 0) { // Avoid emitting useless .offset-0\n            .offset#{$infix}-#{$i} {\n              @include make-col-offset($i, $columns);\n            }\n          }\n        }\n      }\n\n      // Gutters\n      //\n      // Make use of `.g-*`, `.gx-*` or `.gy-*` utilities to change spacing between the columns.\n      @each $key, $value in $gutters {\n        .g#{$infix}-#{$key},\n        .gx#{$infix}-#{$key} {\n          --#{$prefix}gutter-x: #{$value};\n        }\n\n        .g#{$infix}-#{$key},\n        .gy#{$infix}-#{$key} {\n          --#{$prefix}gutter-y: #{$value};\n        }\n      }\n    }\n  }\n}\n\n@mixin make-cssgrid($columns: $grid-columns, $breakpoints: $grid-breakpoints) {\n  @each $breakpoint in map-keys($breakpoints) {\n    $infix: breakpoint-infix($breakpoint, $breakpoints);\n\n    @include media-breakpoint-up($breakpoint, $breakpoints) {\n      @if $columns > 0 {\n        @for $i from 1 through $columns {\n          .g-col#{$infix}-#{$i} {\n            grid-column: auto / span $i;\n          }\n        }\n\n        // Start with `1` because `0` is an invalid value.\n        // Ends with `$columns - 1` because offsetting by the width of an entire row isn't possible.\n        @for $i from 1 through ($columns - 1) {\n          .g-start#{$infix}-#{$i} {\n            grid-column-start: $i;\n          }\n        }\n      }\n    }\n  }\n}\n","/**\n * Secondary sidebar on the right.\n * e.g., in-page table of contents.\n */\n.bd-sidebar-secondary {\n  display: flex;\n  order: 2;\n  flex-shrink: 0;\n  flex-direction: column;\n  position: sticky;\n  top: var(--pst-header-height);\n  max-height: calc(100vh - var(--pst-header-height));\n  padding: 2rem 1rem 1rem;\n  width: var(--pst-sidebar-secondary);\n  font-size: var(--pst-sidebar-font-size-mobile);\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    font-size: var(--pst-sidebar-font-size);\n  }\n\n  // Color and border\n  background-color: var(--pst-color-background);\n  overflow-y: auto;\n}\n\n.sidebar-secondary-item {\n  padding: 0.5rem;\n\n  @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n    border-left: 1px solid var(--pst-color-border);\n    padding-left: 1rem;\n  }\n\n  i {\n    padding-right: 0.5rem;\n  }\n}\n","/*******************************************************************************\n* Rules for the UX/UI of sidebar sliding drawers on mobile\n* Note that this sheet controls styles across many parts of the theme\n* It is aggregated into this one sheet instead of being split across\n* components in order to keep it easier to debug in one place.\n* It is broken up into major sections below.\n*/\n\n/*******************************************************************************\n* Buttons and overlays\n*/\ninput.sidebar-toggle {\n  display: none;\n}\n\n// Background overlays\nlabel.overlay {\n  background-color: black;\n  opacity: 0.5;\n  height: 0;\n  width: 0;\n  position: fixed;\n  top: 0;\n  left: 0;\n  transition: opacity $animation-time ease-out;\n  z-index: $zindex-modal-backdrop;\n}\n\ninput {\n  // Show the correct overlay when its input is checked\n  &#pst-primary-sidebar-checkbox:checked + label.overlay.overlay-primary,\n  &#pst-secondary-sidebar-checkbox:checked + label.overlay.overlay-secondary {\n    height: 100vh;\n    width: 100vw;\n  }\n\n  // Primary sidebar slides in from the left\n  &#pst-primary-sidebar-checkbox:checked ~ .bd-container .bd-sidebar-primary {\n    visibility: visible;\n    margin-left: 0;\n  }\n\n  // Secondary sidebar slides in from the right\n  &#pst-secondary-sidebar-checkbox:checked\n    ~ .bd-container\n    .bd-sidebar-secondary {\n    visibility: visible;\n    margin-right: 0;\n  }\n}\n\n/*******************************************************************************\n* Sidebar drawer behavior\n*/\n\n/**\n * Behavior for sliding drawer elements that will be toggled with an input\n *\n * NOTE: We use this mixin to define the toggle behavior on narrow screens,\n * And the wide-screen behavior of the sections is defined in their own section\n * .scss files.\n */\n@mixin sliding-drawer($side: \"left\") {\n  position: fixed;\n  top: 0;\n  z-index: $zindex-modal;\n  height: 100vh;\n  max-height: 100vh;\n  width: 75%;\n  flex-grow: 0.75;\n  max-width: 350px;\n  transition:\n    visibility $animation-time ease-out,\n    margin $animation-time ease-out;\n  visibility: hidden;\n\n  @if $side == \"right\" {\n    margin-right: -75%;\n    right: 0;\n  } @else {\n    margin-left: -75%;\n    left: 0;\n  }\n}\n\n// Primary sidebar hides/shows at earlier widths\n@include media-breakpoint-up($breakpoint-sidebar-primary) {\n  .sidebar-toggle.primary-toggle {\n    display: none;\n  }\n\n  input#pst-primary-sidebar-checkbox {\n    &:checked + label.overlay.overlay-primary {\n      height: 0;\n      width: 0;\n    }\n  }\n\n  .bd-sidebar-primary {\n    margin-left: 0;\n    visibility: visible;\n  }\n}\n\n.bd-sidebar-primary {\n  @include media-breakpoint-down($breakpoint-sidebar-primary) {\n    @include sliding-drawer(\"left\");\n  }\n}\n\n.bd-sidebar-secondary {\n  @include media-breakpoint-down($breakpoint-sidebar-secondary) {\n    @include sliding-drawer(\"right\");\n  }\n}\n","/**\n * Breadcrumbs for parent pages meant for the article header\n */\nul.bd-breadcrumbs {\n  list-style: none;\n  padding-left: 0;\n  display: flex;\n  flex-wrap: wrap;\n\n  // Font size slightly smaller to avoid cluttering up space too much\n  font-size: 0.8rem;\n\n  li.breadcrumb-item {\n    display: flex;\n    align-items: center;\n\n    // Style should look like heavier in-page links\n    // keeping visited in the default link colour\n    font-weight: bold;\n\n    a {\n      @include link-style-text;\n    }\n\n    // Items that aren't the home have a caret to the left\n    &:not(.breadcrumb-home)::before {\n      font: var(--fa-font-solid);\n      font-size: 0.8rem;\n      content: var(--pst-breadcrumb-divider);\n      color: var(--pst-color-text-muted);\n      padding: 0 0.5rem;\n    }\n  }\n}\n","/**\n * Icon links in the navbar\n */\n\n.pst-navbar-icon {\n  // Extra specificity needed for overrides\n  html & {\n    @include min-hit-area;\n    @include link-style-block;\n\n    display: flex;\n    align-items: center;\n    justify-content: center;\n\n    // Bootstrap overrides\n    border-radius: 0;\n    border: none;\n    font-size: 1rem;\n    line-height: $line-height-body; // Override Boostrap, which defines a separate line-height for buttons\n    padding: $navbar-link-padding-y 0; // Horizontal white space in nav bar between items is controlled via column gap rule on the container.\n\n    // Make the navbar icon links have the same size as the navbar text links\n    height: calc(2 * $navbar-link-padding-y + $line-height-body * 1rem);\n  }\n}\n\nul.navbar-icon-links {\n  display: flex;\n  flex-flow: row wrap;\n  column-gap: 1rem;\n  justify-content: space-evenly;\n  align-items: center;\n  padding-left: 0;\n  margin-bottom: 0;\n  list-style: none;\n\n  // Icons styling\n  i {\n    &.fa-brands,\n    &.fa-regular,\n    &.fa-solid {\n      vertical-align: middle;\n      font-style: normal;\n      font-size: var(--pst-font-size-icon);\n    }\n\n    /* Social media buttons hard-code the brand color */\n    &.fa-square-twitter::before {\n      color: #55acee;\n    }\n\n    &.fa-square-gitlab::before {\n      color: #548;\n    }\n\n    &.fa-bitbucket::before {\n      color: #0052cc;\n    }\n  }\n\n  // Force images to be icon-sized\n  img.icon-link-image {\n    height: 1.5em;\n    border-radius: 0.2rem;\n  }\n\n  .fa-pydata {\n    stroke: var(--pst-color-background);\n    stroke-linejoin: round;\n    stroke-width: 0.35;\n  }\n}\n","/**\n * Logo in the navbar\n */\n\n.navbar-brand {\n  position: relative;\n  height: var(--pst-header-height);\n  max-height: var(--pst-header-height);\n  padding: 0.5rem 0;\n  width: auto;\n  margin: 0;\n  display: flex;\n\n  // Ensure that the logo stays the same length while other content shrinks\n  flex-shrink: 0;\n  align-items: center;\n  gap: 0.5rem;\n\n  // If there's no logo image, we use a p element w/ the site title\n  p {\n    color: var(--pst-color-text-base);\n    margin-bottom: 0;\n  }\n\n  // If there's a logo, it'll be in an img block\n  img {\n    max-width: 100%;\n    height: 100%;\n    width: auto;\n  }\n\n  &:hover,\n  &:visited:hover {\n    @include link-style-hover;\n\n    color: var(--pst-color-text-base);\n  }\n}\n","/**\n * Navigation links in the navbar and icon links\n */\nul.navbar-nav {\n  // Reduce padding of nested `ul` items a bit\n  ul {\n    padding: 0 0 0 1rem;\n  }\n\n  // Navbar links - do not have an underline by default\n  li {\n    display: flex;\n    flex-direction: column;\n\n    a {\n      display: flex;\n      align-items: center;\n      height: 100%;\n      padding-top: $navbar-link-padding-y;\n      padding-bottom: $navbar-link-padding-y;\n\n      @include link-style-text;\n    }\n  }\n}\n","/**\n * The list of in-page TOC links\n */\n.page-toc {\n  .section-nav {\n    padding-left: 0;\n    border-bottom: none;\n\n    ul {\n      padding-left: 1rem;\n    }\n  }\n\n  // override bootstrap settings\n  .nav-link {\n    font-size: var(--pst-sidebar-font-size-mobile);\n\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      font-size: var(--pst-sidebar-font-size);\n    }\n  }\n\n  .onthispage {\n    color: var(--pst-color-text-base);\n    font-weight: var(--pst-sidebar-header-font-weight);\n    margin-bottom: 0.5rem;\n  }\n}\n","/**\n* Previous / Next navigation buttons\n**/\n.prev-next-area {\n  width: 100%;\n\n  p {\n    color: var(--pst-color-text-muted);\n    margin: 0 0.3em;\n    line-height: 1.3em;\n  }\n\n  i {\n    font-size: 1.2em;\n  }\n\n  a {\n    // So that buttons align with icons\n    display: flex;\n    align-items: center;\n    border: none;\n    padding: 10px;\n    max-width: 45%;\n    overflow-x: hidden;\n    color: var(--pst-color-text-muted);\n    text-decoration: none;\n\n    p.prev-next-title {\n      @include link-style-default;\n\n      font-weight: var(--pst-admonition-font-weight-heading);\n      font-size: 1.1em;\n    }\n\n    &:hover,\n    &:visited:hover {\n      p.prev-next-title {\n        @include link-style-hover;\n      }\n    }\n\n    .prev-next-info {\n      flex-direction: column;\n      margin: 0 0.5em;\n\n      .prev-next-subtitle {\n        text-transform: capitalize;\n      }\n    }\n\n    &.left-prev {\n      float: left;\n    }\n\n    &.right-next {\n      float: right;\n\n      div.prev-next-info {\n        text-align: right;\n      }\n    }\n  }\n}\n","/**\n * Search field\n **/\n.bd-search {\n  position: relative;\n  padding-left: 0.5rem;\n  gap: 0.5rem;\n  background-color: var(--pst-color-background);\n  border-radius: $admonition-border-radius;\n  border: 1px solid var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Background should always be same color regardless of active or not\n  &:active {\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n\n  .icon {\n    position: absolute;\n    color: var(--pst-color-border);\n    left: 25px;\n  }\n\n  .fa-solid.fa-magnifying-glass {\n    position: absolute;\n    left: calc((2.5rem - 0.7em) / 2);\n    color: var(--pst-color-text-muted);\n  }\n\n  input {\n    // Inner-text of the search bar\n    &::placeholder {\n      color: var(--pst-color-text-muted);\n    }\n\n    // Remove the little \"x\" that pops up when you start typing\n    &::-webkit-search-cancel-button,\n    &::-webkit-search-decoration {\n      appearance: none;\n    }\n  }\n\n  // Shows off the keyboard shortcuts for the button\n  .search-button__kbd-shortcut {\n    display: flex;\n    position: absolute;\n    right: 0.5rem;\n    color: var(--pst-color-border);\n  }\n}\n\n.form-control {\n  background-color: var(--pst-color-background);\n  color: var(--pst-color-text-base);\n\n  &:focus,\n  &:focus-visible {\n    border: none;\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n  }\n}\n\n/**\n * Search button - located in the navbar\n */\n\n// Search link icon should be a bit bigger since it is separate from icon links\n.search-button i {\n  font-size: 1.3rem;\n}\n\n// __search-container will only show up when we use the search pop-up bar\n.search-button__search-container,\n.search-button__overlay {\n  display: none;\n}\n\n.search-button__wrapper.show {\n  .search-button__search-container {\n    display: flex;\n\n    // Center in middle of screen just underneath header\n    position: fixed;\n    z-index: $zindex-modal;\n    top: 30%;\n    left: 50%;\n    transform: translate(-50%, -50%);\n    right: 1rem;\n    margin-top: 0.5rem;\n    width: 90%;\n    max-width: 800px;\n  }\n\n  .search-button__overlay {\n    display: flex;\n    position: fixed;\n    z-index: $zindex-modal-backdrop;\n    background-color: black;\n    opacity: 0.5;\n    width: 100%;\n    height: 100%;\n    top: 0;\n    left: 0;\n  }\n\n  form.bd-search {\n    flex-grow: 1;\n    padding-top: 0;\n    padding-bottom: 0;\n  }\n\n  // Font and input text a bit bigger\n  svg,\n  input {\n    font-size: var(--pst-font-size-icon);\n  }\n}\n\n/**\n * The search button component that looks like a field.\n * Lives at components/search-button-field.html\n */\n.search-button-field {\n  $search-button-border-radius: 1.5em;\n\n  display: inline-flex;\n  align-items: center;\n  border: var(--pst-color-border) solid 1px;\n  border-radius: $search-button-border-radius;\n  color: var(--pst-color-text-muted);\n  padding: 0.5em;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-link-hover);\n  }\n\n  &:focus-visible {\n    border-radius: $search-button-border-radius;\n  }\n\n  // The keyboard shotcut text\n  .search-button__default-text {\n    font-size: var(--bs-nav-link-font-size);\n    font-weight: var(--bs-nav-link-font-weight);\n    margin-right: 0.5em;\n    margin-left: 0.5em;\n  }\n\n  .kbd-shortcut__modifier {\n    font-size: 0.75em;\n  }\n\n  // Ensures that all the text lines up in the middle\n  > * {\n    align-items: center;\n  }\n\n  // Only the icon should be visible on narrow screens\n  > :not(svg) {\n    display: none;\n\n    @include media-breakpoint-up(lg) {\n      display: flex;\n    }\n  }\n}\n","/**\n * The 'Hide Search Matches' button.\n * This only shows up when a person lands on a page after clicking a search result.\n * Clicking it removes the highlighting of the search term from the page.\n * We want it to behave like a button.\n */\ndiv#searchbox {\n  // Leave `#searchbox` rules empty so that it doesn't show at all when it is empty\n  p.highlight-link {\n    margin: 1rem 0;\n    width: fit-content;\n\n    // A bit more margin on wide screens to mimic article behavior\n    @include media-breakpoint-up($breakpoint-sidebar-secondary) {\n      margin-left: 2rem;\n    }\n\n    // Put outer shadow on this one so that we can darken the link w/ an inner shadow\n    @include box-shadow;\n\n    // Style the button to look like a Sphinx Design button\n    a {\n      border-radius: 0.25rem;\n      font-size: 1.25rem;\n      padding: 0.75rem;\n      background-color: var(--pst-color-primary);\n      color: var(--pst-color-primary-text);\n      text-decoration: none;\n\n      // The box shadow is inset so that it darkens the button on hover\n      transition: box-shadow 0.25s ease-out;\n\n      &:hover {\n        box-shadow: inset 0 0 50px 50px rgb(0 0 0 / 25%);\n      }\n\n      &::before {\n        content: var(--pst-icon-search-minus);\n        color: unset;\n        font: var(--fa-font-solid);\n        margin-right: 0.5rem;\n      }\n    }\n  }\n}\n","/**\n * Light/dark theme switcher\n */\n\n.theme-switch-button {\n  .theme-switch {\n    display: none;\n\n    &:active {\n      text-decoration: none;\n      color: var(--pst-color-link-hover);\n    }\n\n    .fa-lg {\n      aspect-ratio: 1 / 1;\n    }\n  }\n}\n\n@each $mode in auto, light, dark {\n  html[data-mode=\"#{$mode}\"]\n    .theme-switch-button\n    .theme-switch[data-mode=\"#{$mode}\"] {\n    display: inline; // inline needed for span height to be calculated using inherited font size and line height\n  }\n}\n","button.btn.version-switcher__button {\n  border-color: var(--pst-color-border);\n  color: var(--pst-color-text-base);\n\n  // Add a margin on narrow screens to avoid feeling cramped\n  margin-bottom: 1em;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    margin-bottom: unset;\n  }\n\n  &:hover {\n    box-shadow: 0 0 0 $focus-ring-width var(--pst-color-secondary);\n    border-color: transparent;\n  }\n\n  &:active {\n    color: var(--pst-color-text-base);\n    border-color: var(--pst-color-border);\n  }\n\n  &:focus-visible {\n    border-color: transparent;\n  }\n}\n\n.version-switcher__menu {\n  border-color: var(--pst-color-border);\n  border-radius: var(--bs-dropdown-border-radius);\n\n  a.list-group-item {\n    background-color: var(--pst-color-on-background);\n    color: var(--pst-color-text-base);\n    padding: 0.75rem 1.25rem;\n\n    &:not(:last-child) {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n\n    &:hover {\n      @include link-style-hover;\n\n      background-color: var(--pst-color-surface);\n    }\n\n    &.active {\n      @include link-sidebar-current;\n\n      position: relative;\n      z-index: 1;\n\n      span::before {\n        content: \"\";\n        width: 100%;\n        height: 100%;\n        position: absolute;\n        z-index: -1;\n        left: 0;\n        top: 0;\n      }\n    }\n\n    &:focus-visible {\n      z-index: 10; // keep focus ring on top (prevent the hover background of the next dropdown item from covering the ring)\n    }\n  }\n}\n\n// Font behavior on mobile\nbutton.version-switcher__button,\n.version-switcher__menu {\n  font-size: 1.1em; // A bit smaller than other menu font\n  z-index: $zindex-modal; // higher than the sidebars\n\n  // Make sure it meets WCAG target size requirement no matter the version\n  // string displayed in the button\n  @include min-hit-area;\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    font-size: unset;\n  }\n}\n","/* Collapsing of the TOC sidebar while scrolling */\n\n/* Nav: hide second level (shown on .active) */\n\nnav.page-toc {\n  // A little extra space before the buttons\n  margin-bottom: 1rem;\n}\n\n.bd-toc .nav {\n  .nav {\n    display: none;\n\n    // So we can manually specify a level as visible in the config\n    &.visible {\n      display: block;\n    }\n  }\n\n  > .active > ul {\n    display: block;\n  }\n}\n\n// Each entry of the in-page TOC\n.toc-entry {\n  display: block;\n\n  a > code {\n    color: var(--pst-color-text-muted);\n  }\n\n  a.nav-link {\n    display: block;\n    padding: 0.125rem 0;\n\n    // Padding w/ negative margin so the top TOC item highlight overlaps w/ the TOC border\n    padding-left: 1rem;\n    margin-left: -1rem;\n\n    @include link-sidebar;\n\n    &.active {\n      @include link-sidebar-current;\n\n      background-color: transparent;\n\n      &:hover {\n        color: var(--pst-color-link-hover);\n      }\n    }\n\n    &:focus-visible {\n      border-radius: $focus-ring-radius;\n    }\n  }\n}\n","div.versionadded,\ndiv.versionchanged,\ndiv.deprecated {\n  vertical-align: middle;\n  margin: 1.5625em auto;\n  padding: 0 0.6rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: 0.2rem solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  position: relative;\n\n  > p {\n    margin-bottom: 0.6rem;\n    margin-top: 0.6rem;\n  }\n}\n\ndiv.versionadded {\n  border-color: var(--pst-color-success);\n  background-color: var(--pst-color-success-bg);\n}\n\ndiv.versionchanged {\n  border-color: var(--pst-color-warning);\n  background-color: var(--pst-color-warning-bg);\n}\n\ndiv.deprecated {\n  border-color: var(--pst-color-danger);\n  background-color: var(--pst-color-danger-bg);\n}\n\nspan.versionmodified {\n  font-weight: 600;\n\n  &::before {\n    margin-right: 0.6rem;\n    color: var(--pst-color-info);\n    font: var(--fa-font-solid);\n    content: var(--pst-icon-versionmodified-default);\n  }\n}\n\nspan.versionmodified.added {\n  &::before {\n    color: var(--pst-color-success);\n    content: var(--pst-icon-versionmodified-added);\n  }\n}\n\nspan.versionmodified.changed {\n  &::before {\n    color: var(--pst-color-warning);\n    content: var(--pst-icon-versionmodified-changed);\n  }\n}\n\nspan.versionmodified.deprecated {\n  &::before {\n    color: var(--pst-color-danger);\n    content: var(--pst-icon-versionmodified-deprecated);\n  }\n}\n",".sidebar-indices-items {\n  display: flex;\n  flex-direction: column;\n  border-top: 1px solid var(--pst-color-border);\n\n  @include media-breakpoint-up($breakpoint-sidebar-primary) {\n    border-top: none;\n  }\n\n  .sidebar-indices-items__title {\n    font-weight: var(--pst-sidebar-header-font-weight);\n    font-size: var(--pst-sidebar-header-font-size);\n    color: var(--pst-color-text-base);\n    margin-bottom: 0.5rem;\n  }\n\n  ul.indices-link {\n    margin-right: -1rem;\n    list-style: none;\n    padding: 0;\n\n    li > a {\n      display: block;\n      padding: 0.25rem 0;\n      color: var(--pst-color-text-muted);\n\n      &:hover {\n        color: var(--pst-color-primary);\n        text-decoration: none;\n        background-color: transparent;\n      }\n    }\n  }\n}\n",".bd-sidebar-primary div#rtd-footer-container {\n  position: sticky;\n  bottom: -1rem;\n  margin: -1rem; // ignore sidebar padding\n\n  .rst-versions.rst-badge {\n    position: unset;\n    font-size: 0.9em;\n    font-family: var(--pst-font-family-base);\n    max-width: unset;\n\n    .rst-current-version {\n      display: flex;\n      align-items: center;\n      gap: 0.2rem;\n      height: 2.5rem;\n      transition: background-color 0.2s ease-out;\n      background-color: var(--pst-color-background);\n      color: var(--pst-color-success);\n      border-top: 1px solid var(--pst-color-border);\n    }\n\n    .fa.fa-book {\n      color: var(--pst-color-text-muted);\n      margin-right: auto;\n\n      &::after {\n        color: var(--pst-color-text-base);\n        content: \"Read The Docs\";\n        font-family: var(--pst-font-family-base);\n        font-weight: var(--pst-admonition-font-weight-heading);\n      }\n    }\n\n    .fa.fa-caret-down {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  .rst-versions.rst-badge.shift-up {\n    .rst-current-version {\n      border-bottom: 1px solid var(--pst-color-border);\n    }\n  }\n\n  .rst-other-versions {\n    background-color: var(--pst-color-surface);\n    color: var(--pst-color-text-base);\n\n    dl {\n      dd a {\n        color: var(--pst-color-text-muted);\n      }\n    }\n\n    hr {\n      background-color: var(--pst-color-border);\n    }\n\n    small a {\n      color: var(--pst-color-link);\n    }\n\n    input {\n      padding-left: 0.5rem;\n      border: 1px solid var(--pst-color-border);\n      background-color: var(--pst-color-surface);\n    }\n  }\n}\n","/**\n * Admonitions and blocks of styled content.\n * Admonitions CSS originally inspired by https://squidfunk.github.io/mkdocs-material/getting-started/\n */\n$admonition-border-radius: 0.25rem;\n$admonition-left-border-width: 0.2rem;\n\ndiv.admonition,\n.admonition {\n  margin: 1.5625em auto;\n  padding: 0 0.6rem 0.8rem;\n  overflow: hidden;\n\n  /* break-inside has replaced page-break-inside and is widely usable since 2019 */\n  page-break-inside: avoid;\n  break-inside: avoid;\n  border-left: $admonition-left-border-width solid;\n  border-color: var(--pst-color-info);\n  border-radius: $admonition-border-radius;\n  background-color: var(--pst-color-on-background);\n\n  @include box-shadow;\n\n  // Last item should have no spacing since we'll control that w/ padding\n  *:last-child {\n    margin-bottom: 0;\n  }\n\n  // Items after the title should be indented\n  p.admonition-title ~ * {\n    margin-left: 1.4rem;\n    margin-right: 1.4rem;\n  }\n\n  // Lists need to have left margin so they don't spill into it\n  > ol,\n  > ul {\n    margin-left: 1em;\n  }\n\n  // Defaults for all admonitions\n  > .admonition-title {\n    margin: 0 -0.6rem;\n    padding: 0.4rem 0.6rem 0.4rem 2rem;\n    font-weight: var(--pst-admonition-font-weight-heading);\n    position: relative;\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-color-info-bg);\n\n    // now that we use solid colors we want the title on top\n    z-index: 1;\n\n    &::after {\n      position: absolute;\n      left: 0.5rem;\n      width: 1rem;\n      height: 1rem;\n      color: var(--pst-color-info);\n      font: var(--fa-font-solid);\n      line-height: inherit;\n      content: var(--pst-icon-admonition-default);\n      opacity: 1;\n    }\n\n    // Next element after title needs some extra upper-space\n    + * {\n      margin-top: 0.4em;\n    }\n  }\n\n  &.attention {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-attention);\n      }\n    }\n  }\n\n  &.caution {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-caution);\n      }\n    }\n  }\n\n  &.warning {\n    border-color: var(--pst-color-warning);\n\n    > .admonition-title {\n      background-color: var(--pst-color-warning-bg);\n\n      &::after {\n        color: var(--pst-color-warning);\n        content: var(--pst-icon-admonition-warning);\n      }\n    }\n  }\n\n  &.danger {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-danger);\n      }\n    }\n  }\n\n  &.error {\n    border-color: var(--pst-color-danger);\n\n    > .admonition-title {\n      background-color: var(--pst-color-danger-bg);\n\n      &::after {\n        color: var(--pst-color-danger);\n        content: var(--pst-icon-admonition-error);\n      }\n    }\n  }\n\n  &.hint {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-hint);\n      }\n    }\n  }\n\n  &.tip {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-tip);\n      }\n    }\n  }\n\n  &.important {\n    border-color: var(--pst-color-attention);\n\n    > .admonition-title {\n      background-color: var(--pst-color-attention-bg);\n\n      &::after {\n        color: var(--pst-color-attention);\n        content: var(--pst-icon-admonition-important);\n      }\n    }\n  }\n\n  &.note {\n    border-color: var(--pst-color-info);\n\n    > .admonition-title {\n      background-color: var(--pst-color-info-bg);\n\n      &::after {\n        color: var(--pst-color-info);\n        content: var(--pst-icon-admonition-note);\n      }\n    }\n  }\n\n  &.seealso {\n    border-color: var(--pst-color-success);\n\n    > .admonition-title {\n      background-color: var(--pst-color-success-bg);\n\n      &::after {\n        color: var(--pst-color-success);\n        content: var(--pst-icon-admonition-seealso);\n      }\n    }\n  }\n\n  &.admonition-todo {\n    border-color: var(--pst-color-secondary);\n\n    > .admonition-title {\n      background-color: var(--pst-color-secondary-bg);\n\n      &::after {\n        color: var(--pst-color-secondary);\n        content: var(--pst-icon-admonition-todo);\n      }\n    }\n  }\n\n  /**\n   * Special-case for a `sidebar` class that makes the admonition float to\n   * the right like the {sidebar} directive.\n   */\n  &.sidebar {\n    max-width: 40%;\n    float: right;\n    clear: both;\n    margin-left: 0.5rem;\n    margin-top: 0;\n\n    // Undo the .sidebar directive border\n    border-width: 0 0 0 $admonition-left-border-width;\n\n    // TODO: these semantic-color-names border-color rules might no longer be\n    //       needed when we drop support for Sphinx 4 / docutils 0.17\n    &.attention,\n    &.important {\n      border-color: var(--pst-color-attention);\n    }\n\n    &.caution,\n    &.warning {\n      border-color: var(--pst-color-warning);\n    }\n\n    &.danger,\n    &.error {\n      border-color: var(--pst-color-danger);\n    }\n\n    &.hint,\n    &.tip,\n    &.seealso {\n      border-color: var(--pst-color-success);\n    }\n\n    &.note,\n    &.todo {\n      border-color: var(--pst-color-info);\n    }\n\n    // No inner margin since we have less horizontal space w/ the sidebar\n    p.admonition-title ~ * {\n      margin-left: 0;\n      margin-right: 0;\n    }\n  }\n}\n\n/**************************************************************\n * Similar content blocks that are not technically admonitions.\n */\n\n/**\n * Topics and the {contents} directive\n */\n// Docutils <= 0.17\ndiv.topic,\ndiv.topic.contents,\n// Docutils >= 0.18\nnav.contents,\naside.topic {\n  display: flex;\n  flex-direction: column;\n  background-color: var(--pst-color-surface);\n  border-color: var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n  padding: 1rem 1.25rem;\n\n  @include box-shadow;\n\n  .topic-title {\n    margin: 0 0 0.5rem;\n  }\n\n  // Over-ride text color to ensure enough contrast\n  p {\n    color: var(--pst-color-on-surface) !important;\n  }\n\n  // Over-ride large default padding\n  ul.simple {\n    padding-left: 1rem;\n\n    ul {\n      // So that sub-lists will have a bit less padding\n      padding-left: 2em;\n    }\n  }\n}\n\n/**\n * Sidebar directive\n */\naside.sidebar {\n  border: 1px solid var(--pst-color-border);\n  background-color: var(--pst-color-surface);\n  border-radius: $admonition-border-radius;\n\n  // to match the admonition-styled sidebars:\n  margin-left: 0.5rem;\n  padding: 0;\n\n  > *:last-child {\n    padding-bottom: 1rem;\n  }\n\n  p.sidebar-title {\n    position: relative;\n    margin-bottom: 0;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n    border-bottom: 1px solid var(--pst-color-border);\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-admonition-font-weight-heading);\n  }\n\n  // Add margin to the first non-`.sidebar-title` item\n  > *:not(.sidebar-title):first-child,\n  > p.sidebar-title + * {\n    margin-top: 1rem;\n  }\n\n  > * {\n    padding-left: 1rem;\n    padding-right: 1rem;\n  }\n}\n\n/**\n * Rubrics look kind of like section headers\n */\np.rubric {\n  display: flex;\n  flex-direction: column;\n}\n\n/**\n * Seealso is kind of like a vertically-collapsed admonition\n */\n.seealso dd {\n  margin-top: 0;\n  margin-bottom: 0;\n}\n","/**\n * Miscellaneous color functions and mixins\n**/\n\n@use \"sass:list\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:math\";\n@use \"sass:string\";\n\n// We must add ::before pseudo-element to some theme components (such as admonitions)\n// because users were instructed to customize the background color this way.\n@mixin legacy-backdrop-placeholder {\n  &::before {\n    content: \"\";\n    width: 100%;\n    height: 100%;\n    position: absolute;\n    left: 0;\n    top: 0;\n    z-index: -1;\n\n    // So that hovering over the text within background is still possible.\n    // Otherwise the background overlays the text and you cannot click or select easily.\n    // ref: https://developer.mozilla.org/en-US/docs/Web/CSS/pointer-events\n    pointer-events: none;\n  }\n}\n\n/**\n* Function to get items from nested maps\n*/\n// @param {Map} $map - Map\n// @param {Arglist} $keys - Keys to fetc\n// @return {*}\n@function map-deep-get($map, $keys...) {\n  @each $key in $keys {\n    $map: map.get($map, $key);\n  }\n\n  @return $map;\n}\n\n/**\n  * Function to check if the color needs converting to a \"color\" type\n  * if it is a string we cannot use other color manipulation functions\n  * It is used to create the sphinx-design colours as these are often interpolated\n  */\n// @param {String/Color} $color - Color definition from map\n// @return {Color} - Color type (in hex)\n@function check-color($color) {\n  @if meta.type-of($color) == string {\n    $color: from-hex($color);\n  }\n\n  @return $color;\n}\n\n/**\n  * Function to convert the string representation of a color to a color type (hex)\n  */\n// @param {String} $string - String representation of a color\n@function from-hex($string) {\n  $string-lower: string.to-lower-case($string);\n  $r: \"\";\n  $g: \"\";\n  $b: \"\";\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $length: string.length($string);\n  $max: if($length == 4, 1, 2);\n\n  // Check for length accuracy\n  @if $length != 4 and $length != 7 {\n    @return $string;\n  }\n\n  // Loop from the second character (omitting #)\n  @for $i from 2 through $length {\n    $c: string.slice($string-lower, $i, $i);\n\n    // If wrong character, return\n    @if not list.index($hex, $c) {\n      @return $string;\n    }\n\n    @if string.length($r) < $max {\n      $r: $r + $c;\n    } @else if string.length($g) < $max {\n      $g: $g + $c;\n    } @else if string.length($b) < $max {\n      $b: $b + $c;\n    }\n  }\n\n  @if $length == 4 {\n    $r: $r + $r;\n    $g: $g + $g;\n    $b: $b + $b;\n  }\n\n  @return rgb(hex-to-dec($r), hex-to-dec($g), hex-to-dec($b));\n}\n\n@function hex-to-dec($string) {\n  $hex: \"0\" \"1\" \"2\" \"3\" \"4\" \"5\" \"6\" \"7\" \"8\" \"9\" \"a\" \"b\" \"c\" \"d\" \"e\" \"f\";\n  $string: string.to-lower-case($string);\n  $length: string.length($string);\n  $dec: 0;\n\n  @for $i from 1 through $length {\n    $factor: 1 + (15 * ($length - $i));\n    $index: list.index($hex, string.slice($string, $i, $i));\n    $dec: $dec + $factor * ($index - 1);\n  }\n\n  @return $dec;\n}\n","// Style API docs from sphinx' autodoc / autosummary\n\n/*******************************************************************************\n* Styling for field lists\n*/\n\n/* grey highlighting of 'parameter' and 'returns' field */\ntable.field-list {\n  border-collapse: separate;\n  border-spacing: 10px;\n  margin-left: 1px;\n\n  th.field-name {\n    padding: 1px 8px 1px 5px;\n    white-space: nowrap;\n    background-color: var(--pst-color-surface);\n  }\n\n  /* italic font for parameter types */\n  td.field-body {\n    p {\n      font-style: italic;\n\n      > strong {\n        font-style: normal;\n      }\n    }\n\n    /* reduced space around parameter description */\n    blockquote {\n      border-left: none;\n      margin: 0 0 0.3em;\n      padding-left: 30px;\n    }\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary tables\n*/\n\n.table.autosummary {\n  // The first column (with the signature) should not wrap\n  td:first-child {\n    white-space: nowrap;\n  }\n}\n\n/* overriding basic.css to use our own monospace font */\n.sig {\n  font-family: var(--pst-font-family-monospace);\n}\n\n/* C++ specific styling - overriding the basic.css to avoid custom colors */\n\n.sig-inline.c-texpr,\n.sig-inline.cpp-texpr {\n  font-family: unset;\n}\n\n.sig.c .k,\n.sig.c .kt,\n.sig.cpp .k,\n.sig.cpp .kt {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .m,\n.sig.cpp .m {\n  color: var(--pst-color-text-base);\n}\n\n.sig.c .s,\n.sig.c .sc,\n.sig.cpp .s,\n.sig.cpp .sc {\n  color: var(--pst-color-text-base);\n}\n\n// addition\n\n// .sig.c .sig-name .n,\n// .sig.cpp .sig-name .n {\n//   color: var(--pst-color-inline-code);\n// }\n\n.sig-name {\n  color: var(--pst-color-inline-code);\n}\n\n.sig-param .o,\n.sig-param .default_value {\n  color: var(--pst-color-text-muted);\n  font-weight: normal;\n}\n\n// change target color for dark theme\ndt:target,\nspan.highlighted {\n  background-color: var(--pst-color-target);\n}\n\n.viewcode-back {\n  font-family: var(--pst-font-family-base);\n}\n\n.viewcode-block:target {\n  border-top: 1px solid var(--pst-color-border);\n  border-bottom: 1px solid var(--pst-color-border);\n  position: relative;\n  background-color: var(--pst-color-target);\n}\n\ndl > dt > a:has(.viewcode-link) {\n  // Sphinx applies a `float:right` rule to the .viewcode-line span, which\n  // exposes a browser glitch in the focus ring. It seems the browser creates\n  // two separate boxes, an empty box where the anchor element gets laid out and\n  // then another box around the anchor's contents that have been floated right.\n  // Firefox draws the focus ring around the empty anchor element box. Chrome\n  // draws two focus rings: one around the empty anchor and one around the\n  // floated-right element. To fix the glitch, we apply the float rule on the\n  // parent rather than the child.\n  float: right;\n\n  .viewcode-link {\n    float: none;\n  }\n}\n\n/*******************************************************************************\n* Styling for autosummary titles like \"parameters\" and \"returns\"\n*/\n\n// the API selector\n// from https://github.com/pradyunsg/furo/blob/main/src/furo/assets/styles/content/_api.sass#L6)\ndl[class]:not(.option-list, .field-list, .footnote, .glossary, .simple) {\n  // increase margin bottom after the dl elements\n  margin-bottom: 3rem;\n\n  dd {\n    margin-left: 2rem;\n\n    // Fix until this will be solved to Sphinx https://github.com/sphinx-doc/sphinx/issues/10815\n    & > dl.simple > dt {\n      display: flex;\n    }\n  }\n\n  dl.field-list {\n    display: grid;\n    grid-template-columns: unset;\n  }\n\n  dt.field-odd,\n  dt.field-even {\n    margin-top: 0.2rem;\n    margin-bottom: 0.1rem;\n    background-color: var(--pst-color-surface);\n  }\n}\n","/**\n * Code block styling\n * Note that we inherit a lot of styling from Bootstrap so not many rules here.\n */\n\n// General code block behavior\n// Unset bootstrap behavior\ndiv[class*=\"highlight-\"],\ndiv.highlight,\ndiv.literal-block-wrapper {\n  display: flex;\n  flex-direction: column;\n  width: unset;\n  border-radius: $admonition-border-radius;\n  break-inside: avoid;\n}\n\n// Code blocks with captions\n// There's a wrapper when the code block has a title\ndiv.literal-block-wrapper {\n  border: 1px solid var(--pst-color-border);\n  border-radius: $admonition-border-radius;\n\n  // This is where the title goes\n  div.code-block-caption {\n    margin: 0;\n    border-bottom: 1px solid var(--pst-color-border);\n    padding: 0.5rem;\n    font-size: 1rem;\n    font-weight: var(--pst-font-weight-caption);\n\n    a.headerlink {\n      font-size: inherit;\n    }\n  }\n\n  // Remove the upper border radius since we want it to connect with the title\n  // Remove the box shadow so the wrapper gets the shadow instead\n  div[class*=\"highlight-\"] {\n    margin: 0;\n    border-radius: 0;\n\n    pre {\n      border: none;\n      box-shadow: none;\n    }\n  }\n}\n\n/**\n * In-line code\n */\ncode.literal {\n  padding: 0.1rem 0.25rem;\n  background-color: var(--pst-color-surface);\n  border: 1px solid var(--pst-color-border);\n  border-radius: 0.25rem;\n}\n\na > code {\n  color: var(--pst-color-inline-code-links);\n}\n\n// Fix for Sphinx's \"highlight\" directive - this is an issue with our accessible pygments theme\n// and the colour we are using for the background of the code blocks.\nhtml[data-theme=\"light\"] .highlight .nf {\n  color: #0078a1 !important;\n}\n\n// Minimum opacity needed for linenos to be WCAG AA conformant\nspan.linenos {\n  opacity: 0.8 !important;\n}\n","figure > a,\nfigure > a > img,\nfigure > img,\nfigure > video {\n  display: block;\n  margin-left: auto;\n  margin-right: auto;\n}\n\nfigure {\n  a.headerlink {\n    // So that header link doesn't push caption to be off-center.\n    position: absolute;\n    font-size: inherit;\n  }\n\n  // Default headerlink hover doesn't trigger on figures\n  &:hover a.headerlink {\n    visibility: visible;\n  }\n\n  figcaption {\n    font-family: var(--pst-font-family-heading);\n    font-weight: var(--pst-font-weight-caption);\n    color: var(--pst-color-text-muted);\n    margin-left: auto;\n    margin-right: auto;\n    margin-top: 0.3rem;\n    text-align: center;\n\n    & > p:last-child {\n      // Don't add extra margin to already existing figure bottom margin\n      margin-bottom: 0;\n    }\n\n    p {\n      text-align: start;\n      display: inline-block;\n    }\n\n    table.table {\n      width: fit-content;\n      margin-left: auto;\n      margin-right: auto;\n    }\n  }\n}\n","// For consistency, add bracket around footnotes/citations which are\n// cited more than once. E.g. [Newton](1,2) instead of Newton(1,2)\ndt.label > span.brackets:not(:only-child)::before {\n  content: \"[\";\n}\n\ndt.label > span.brackets:not(:only-child)::after {\n  content: \"]\";\n}\n\n// Make footnote as a superscript\na.footnote-reference {\n  vertical-align: super;\n  font-size: small;\n}\n\n// Docutils 0.18 uses an `aside.footnote` container with different internal structure\naside.footnote {\n  margin-bottom: 0.5rem;\n\n  &:last-child {\n    margin-bottom: 1rem;\n  }\n\n  span.label,\n  span.backrefs {\n    font-weight: bold;\n  }\n\n  &:target {\n    background-color: var(--pst-color-target);\n  }\n}\n","/**\n * Hacky fixes that don't fit cleanly into other sections\n */\n\n// Ensure user highlighting/selecting behaves properly\n// From https://stackoverflow.com/a/34372191\ntable.highlighttable td.linenos,\nspan.linenos,\ndiv.doctest > div.highlight span.gp {\n  /* gp: Generic.Prompt */\n  user-select: none;\n}\n","// Override bootstrap by restoring the basic theme default.\ndd {\n  margin-top: 3px;\n  margin-bottom: 10px;\n  margin-left: 30px;\n}\n\nol,\nul {\n  padding-inline-start: 2rem;\n\n  li > p:first-child {\n    margin-bottom: 0.25rem;\n    margin-top: 0.25rem;\n  }\n}\n","// GitHub blockquote style\nblockquote {\n  padding: 1em;\n  color: var(--pst-color-text-muted);\n  border-left: 0.25em solid var(--pst-color-blockquote-notch);\n  border-radius: $admonition-border-radius;\n  position: relative;\n\n  p {\n    color: var(--pst-color-text-base);\n  }\n\n  // remove padding from included line-block to avoid duplication\n  .line-block {\n    margin: 0;\n  }\n\n  // remove margin bottom for the last p\n  p:last-child {\n    margin-bottom: 0;\n  }\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-surface);\n\n  // Ensure there is enough contrast against the background\n  a {\n    color: var(--pst-color-inline-code-links);\n  }\n\n  // hack to make the text in the blockquote selectable\n  &::before {\n    z-index: -1;\n  }\n}\n","/**\n * Span-level styling within content\n */\n\nspan.guilabel {\n  border: 1px solid var(--pst-color-info);\n  font-size: 80%;\n  font-weight: 700;\n  border-radius: 4px;\n  padding: 2.4px 6px;\n  margin: auto 2px;\n  position: relative;\n\n  @include legacy-backdrop-placeholder;\n\n  background-color: var(--pst-color-info-bg);\n}\n\na.reference.download::before {\n  content: var(--pst-icon-download);\n  font: var(--fa-font-solid);\n  font-size: 0.8em;\n  padding: 0 0.25em;\n  color: var(--pst-color-text-muted);\n}\n","/**\n * Tables\n */\n\ntable {\n  // default to table-center\n  margin-left: auto;\n  margin-right: auto;\n\n  &.table-right {\n    margin-right: 0;\n  }\n\n  &.table-left {\n    margin-left: 0;\n  }\n}\n\n// customize table caption from bootstrap\n// to display them on top and centered\ntable caption {\n  text-align: center;\n  caption-side: top;\n  color: var(--pst-color-text-muted);\n}\n\n// MyST Markdown tables use these classes to control alignment\nth,\ntd {\n  &.text-left {\n    text-align: left;\n  }\n\n  &.text-right {\n    text-align: right;\n  }\n\n  &.text-center {\n    text-align: center;\n  }\n}\n\n// override bootstrap table colors\n.table {\n  @include table-colors;\n\n  --bs-table-bg: transparent; // background\n  --bs-table-color: var(\n    --pst-color-text-base\n  ); // ensure text and bullets are visible\n}\n\n.pst-scrollable-table-container {\n  // Put a horizontal scrollbar just below tables that are too wide to fit\n  // within the main column\n  overflow-x: auto;\n}\n","/**\n * Style the toctree component in pages (avoid modifying the navbars)\n */\n.toctree-wrapper {\n  p.caption {\n    font-size: 1.5em;\n    margin-bottom: 0;\n  }\n\n  & > ul {\n    padding-left: 0;\n  }\n\n  li[class^=\"toctree-l\"] {\n    list-style: none;\n    margin-bottom: 0.2em;\n\n    & > a {\n      list-style: none;\n      font-size: 1.1em;\n    }\n\n    & > ul {\n      list-style: none;\n      padding-inline-start: 1.5em;\n    }\n  }\n\n  // slightly bigger font for l1\n  .toctree-l1 > a {\n    font-size: 1.3em;\n  }\n}\n\ndiv.topic.contents,  // Docutils <= 0.17\nnav.contents  // Docutils >= 0.18\n{\n  // Style similarly to toctree\n  ul.simple {\n    list-style: none;\n    padding-left: 0;\n  }\n}\n","/**\n * Mathematics via MathJax.\n *\n * This is designed for MathJax v3\n * ref: https://www.sphinx-doc.org/en/master/usage/extensions/math.html#module-sphinx.ext.mathjax\n */\n\n// Applies to all math elements\nspan.math,\ndiv.math {\n  align-items: center;\n  display: flex;\n  max-width: 100%;\n\n  // This will be over-ridden for the y-direction and divs\n  overflow: hidden;\n}\n\n// Inline-only\nspan.math {\n  display: inline-flex;\n}\n\n// Block-level only\ndiv.math {\n  gap: 0.5em;\n\n  // So that the eqno shows up after the equation\n  flex-direction: row-reverse;\n\n  // The equation number / link\n  span.eqno a.headerlink {\n    position: relative;\n    font-size: 1em;\n  }\n\n  // The math container\n  mjx-container {\n    flex-grow: 1;\n    padding-bottom: 0.2rem;\n    overflow: auto;\n\n    // Set height to 0 so that it does not cause scrollbars to appear\n    // ref: https://github.com/mathjax/MathJax/issues/2521\n    mjx-assistive-mml {\n      height: 0;\n    }\n  }\n}\n","/**\n * ABlog\n * ref: https://ablog.readthedocs.io/\n */\n\n/**\n * Sidebar template components\n */\n.ablog-sidebar-item {\n  h2,\n  h3 {\n    font-size: var(--pst-sidebar-header-font-size);\n\n    // Remove unnecessary vertical whitespace\n    margin-top: 0.5rem;\n\n    // The headers are all links, but this makes them hard to parse\n    // So we change the colors to make them look like headers\n    a {\n      color: var(--pst-color-text-base);\n    }\n  }\n\n  ul {\n    // No bullet points for the primary sidebar items\n    list-style: none;\n    padding-left: 0;\n\n    // Otherwise a scrollbar randomly shows up\n    overflow-y: hidden;\n\n    // List of recent post items\n    display: flex;\n    flex-direction: column;\n    gap: 0.5em;\n    margin-bottom: 0;\n\n    // The ablog cloud should move horizontally\n    &.ablog-cloud {\n      flex-flow: row wrap;\n      gap: 0.5rem;\n\n      // Vertical-align tag clouds\n      li {\n        // Center the tag cloud items\n        display: flex;\n        align-items: center;\n      }\n    }\n  }\n}\n\n/**\n * Previous / next buttons at the bottom\n */\n.ablog__prev-next {\n  font-size: 1.2em;\n  display: flex;\n  padding: 1rem 0;\n\n  // The bottom previous / next arrows\n  > span {\n    // To ensure that the whole thing fits on one line even if there are long titles\n    display: flex;\n    max-width: 45%;\n\n    // Links within each span have the collection of icon + text\n    a {\n      display: flex;\n      align-items: center;\n      margin-left: auto;\n      gap: 1rem;\n      line-height: 1.5rem;\n\n      i::before {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The first span is for the previous page and aligns to the left\n  span.ablog__prev {\n    i.fa-arrow-circle-left::before {\n      content: var(--pst-icon-angle-left);\n    }\n  }\n\n  // The second span is just an empty space so we remove it because we're\n  // positioning with flex\n  span.ablog__spacer {\n    display: none;\n  }\n\n  // The third span is aligned to the right\n  span.ablog__next {\n    margin-left: auto;\n    text-align: right;\n\n    i.fa-arrow-circle-right::before {\n      content: var(--pst-icon-angle-right);\n    }\n  }\n}\n\n/**\n * {postlist} directive and posts page\n */\n.ablog__collection,\n.postlist {\n  padding-left: 0;\n\n  .ablog-post {\n    list-style: none;\n\n    // Post metadata tags (author, links ,etc) should be a bit smaller\n    .ablog-archive {\n      display: flex;\n      flex-flow: row wrap;\n      gap: 1rem;\n      list-style: none;\n      font-size: 0.75rem;\n      padding-left: 0;\n    }\n\n    // Title line should be a bit bigger and bold to stand out\n    .ablog-post-title {\n      margin-top: 0;\n      font-size: 1.25rem;\n\n      a {\n        font-weight: bold;\n      }\n    }\n\n    // Read more button should be a bit bigger\n    .ablog-post-expand {\n      margin-bottom: 0.5rem;\n    }\n  }\n}\n","/**\n * Special cases for Bootstrap functionality\n */\n\n// Bootstrap adds margin to their general container class. However, sphinx/docutils\n// can also generate output with the container class, but in those cases we should\n// not add the margin from bootstrap. Same for max-width.\n.docutils.container {\n  padding-left: unset;\n  padding-right: unset;\n  margin-left: unset;\n  margin-right: unset;\n  max-width: unset;\n  width: unset;\n}\n\n.btn {\n  --bs-btn-focus-box-shadow: #{$btn-focus-box-shadow};\n}\n","/**\n * Sphinx Copybutton\n * ref: https://sphinx-copybutton.readthedocs.io/\n */\n\ndiv.highlight button.copybtn {\n  // Nicer spacing\n  display: flex;\n  align-items: center;\n  justify-content: center;\n\n  // Don't over-ride the success color\n  &:not(.success) {\n    color: var(--pst-color-muted);\n  }\n\n  border: none;\n  background-color: var(--pst-color-surface);\n\n  &:hover {\n    &:not(.success) {\n      color: var(--pst-color-text);\n      background-color: var(--pst-color-shadow);\n    }\n  }\n\n  // Tooltip styling\n  &.o-tooltip--left::after {\n    color: var(--pst-color-text);\n    background-color: var(--pst-color-surface);\n  }\n\n  &:focus {\n    // For keyboard users, make the copy button visible when focussed.\n    opacity: 1;\n  }\n\n  &:focus-visible {\n    outline: $focus-ring-outline;\n  }\n}\n\ndiv.highlight:has(button.copybtn) {\n  // Make sure the code block has enough height for the copy button.\n  // Sphinx-copybutton sets 0.3em top offset plus 1.7em height:\n  // https://github.com/executablebooks/sphinx-copybutton/blob/master/sphinx_copybutton/_static/copybutton.css\n  min-height: 2em;\n}\n","// adapt ethical ad to the theme\n#ethical-ad-placement {\n  .ethical-sidebar a,\n  .ethical-sidebar a:visited,\n  .ethical-sidebar a:hover,\n  .ethical-sidebar a:active,\n  .ethical-footer a,\n  .ethical-footer a:visited,\n  .ethical-footer a:hover,\n  .ethical-footer a:active {\n    color: var(--pst-color-text-base);\n  }\n\n  .ethical-sidebar,\n  .ethical-footer {\n    background-color: var(--pst-color-background);\n    border: 1px solid var(--pst-color-border);\n    border-radius: 5px;\n    color: var(--pst-color-text-base);\n    font-size: 14px;\n    line-height: 20px;\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/******************************************************************************\n * Jupyter Sphinx\n */\n\n.bd-content div.jupyter_container {\n  // We don't want borders around the whole container, just around code cells\n  border: none;\n  background-color: unset;\n  box-shadow: none;\n\n  // Code cells should have the same style as our other code objects\n  div.output,\n  div.highlight {\n    border-radius: 0.25rem;\n  }\n\n  div.highlight {\n    background-color: var(--pst-color-surface);\n  }\n\n  // Ensure the style is the same as our code cells. Jupyter Sphinx makes it tiny.\n  .cell_input,\n  .cell_output {\n    border-radius: 0.25rem;\n\n    pre {\n      padding: 1rem;\n    }\n  }\n}\n","/* Styles for graphviz generated output from Sphinx */\n\n/* Style the inheritance diagram such that it has a dark mode */\nhtml[data-theme=\"dark\"] div.graphviz > object.inheritance {\n  filter: brightness(0.8) invert(0.82) contrast(1.2);\n  color-scheme: normal;\n}\n","/**\n * Special-cases for packages in the PyData ecosystem\n */\n\n// xarray output display in bootstrap\n.xr-wrap[hidden] {\n  display: block !important;\n}\n\n// ipywidgets\n.jp-OutputArea-output.lm-Widget {\n  // override overflow:hidden rule from Lumino (.lm-Widget) to allow scrolling\n  overflow: auto;\n}\n","/*******************************************************************************\n * Special-cases for the sphinx-design library, mainly to make it compatible\n * with the dark/light themes of pydata-sphinx-theme.\n *\n * NOTE: sphinx-design uses !important quite liberally, so here we must do the\n * same for our overrides to have any effect.\n */\n@use \"../variables/color\" as pst-color;\n@use \"sass:color\";\n@use \"sass:map\";\n@use \"sass:meta\";\n@use \"sass:string\";\n\n/*******************************************************************************\n  * Color and variables\n  *\n  * This is a list of the semantic color names from sphinx-design (we only\n  * need to override variables that sphinx-design has actually defined).\n  * https://github.com/executablebooks/sphinx-design/blob/9226a12a/style/_colors.scss#L31-L43\n  */\n$sd-semantic-color-names: (\n  \"primary\",\n  \"secondary\",\n  \"success\",\n  \"info\",\n  \"warning\",\n  \"danger\",\n  \"light\",\n  \"muted\",\n  \"dark\",\n  \"black\",\n  \"white\"\n);\n\n/**\n  * Here we create some extra --pst-color-* variables and use\n  * them to override the value of the corresponding sphinx-design variables.\n  * This is easier than re-writing the sphinx-design rules. Even easier would be\n  * directly assigning our values to the --sd-color-* variables, but then our\n  * downstream users couldn't override *our* colors and have it affect buttons\n  * and badges.\n  *\n  * First, define the extra keys needed to cover the full range of semantic\n  * color names used in sphinx-design, then merge them with the names we\n  * already define for our own needs.\n  * see https://sphinx-design.readthedocs.io/en/latest/css_variables.html\n  */\n$extra-semantic-colors: (\n  \"white\": $foundation-white,\n  \"light\": (\n    light: $foundation-light-gray,\n    bg-light: color.scale($foundation-light-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-light-gray, $lightness: -30%),\n  ),\n  \"muted\": (\n    light: $foundation-muted-gray,\n    bg-light: color.scale($foundation-muted-gray, $lightness: 30%),\n    dark: $foundation-light-gray,\n    bg-dark: color.scale($foundation-muted-gray, $lightness: -30%),\n  ),\n  \"dark\": $foundation-dark-gray,\n  \"black\": $foundation-black,\n);\n$all-colors: map.merge($pst-semantic-colors, $extra-semantic-colors);\n\n@mixin create-sd-colors($value, $name) {\n  // define the pst variables, so that downstream user overrides will work\n  --pst-color-#{$name}: #{$value};\n\n  // we are now using a11y-combination to calculate the text color - this is based\n  // on the WCAG color contrast guidelines\n  --pst-color-#{$name}-text: #{a11y-combination($value)};\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --pst-color-#{$name}-highlight: #{color.adjust($value, $lightness: -15%)};\n\n  // override the sphinx-design variables\n  --sd-color-#{$name}: var(--pst-color-#{$name});\n  --sd-color-#{$name}-text: var(--pst-color-#{$name}-text);\n\n  // TODO: highlight seems to be used for buttons @trallard to fix on a11y follow-up work\n  --sd-color-#{$name}-highlight: var(--pst-color-#{$name}-highlight);\n}\n\n// Now we override the --sd-color-* variables.\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    // check if this color is defined differently for light/dark\n    @each $name in $sd-semantic-color-names {\n      $definition: map.get($all-colors, $name);\n\n      @if meta.type-of($definition) == map {\n        @each $key, $value in $definition {\n          @if string.index($key, $mode) {\n            // since now we define the bg colours in the semantic colours and not\n            // by changing opacity, we need to check if the key contains bg and the\n            // correct mode (light/dark)\n            @if string.index($key, \"bg\") {\n              --sd-color-#{$name}-bg: #{$value};\n\n              // create local variable\n              $value: check-color($value);\n\n              --sd-color-#{$name}-bg-text: #{a11y-combination($value)};\n            } @else {\n              $value: check-color($value);\n\n              @include create-sd-colors($value, $name);\n            }\n          }\n        }\n      } @else {\n        $value: map.get($all-colors, $name);\n\n        @include create-sd-colors($value, $name);\n      }\n    }\n  }\n}\n\n// Make sure the color border variables are set using our variables\n@each $mode in (light, dark) {\n  html[data-theme=\"#{$mode}\"] {\n    --sd-color-card-border: var(--pst-color-border);\n  }\n}\n\n/*******************************************************************************\n  * shadows\n  */\nhtml[data-theme=\"light\"] {\n  .sd-shadow-xs,\n  .sd-shadow-sm,\n  .sd-shadow-md,\n  .sd-shadow-lg {\n    @include box-shadow;\n  }\n}\n\n/*******************************************************************************\n  * cards\n  */\n\n.bd-content .sd-card {\n  border: 1px solid var(--pst-color-border);\n\n  // TODO - --pst-color-panel-background is not defined... where is this coming from?\n  .sd-card-header {\n    background-color: var(--pst-color-panel-background);\n    border-bottom: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-footer {\n    background-color: var(--pst-color-panel-background);\n    border-top: 1px solid var(--pst-color-border);\n  }\n\n  .sd-card-body {\n    background-color: var(--pst-color-panel-background);\n  }\n\n  // Focus ring for link-cards\n  .sd-stretched-link:focus-visible {\n    // Don't put the focus ring on the <a> element (it has zero height in Sphinx Design cards)\n    outline: none;\n\n    // Put the focus ring on the <a> element's ::after pseudo-element\n    &::after {\n      outline: $focus-ring-outline;\n      border-radius: 0.25rem; // copied from Sphinx Design CSS for .sd-card\n    }\n  }\n\n  &.sd-card-hover:hover {\n    border-color: var(--pst-color-link-hover);\n  }\n}\n\n/*******************************************************************************\n  * tabs\n  */\n\n.bd-content .sd-tab-set {\n  > input {\n    // Active tab label\n    &:checked + label {\n      border-style: solid solid none;\n      border-color: var(--pst-color-primary) var(--pst-color-primary)\n        transparent; // top LR bottom\n\n      border-width: 0.125rem 0.125rem 0;\n      border-radius: 0.125rem 0.125rem 0 0;\n      background-color: var(--pst-color-on-background);\n      transform: translateY(0.125rem);\n      color: var(--pst-color-primary);\n    }\n\n    &:focus-visible + label {\n      border: 0.125rem solid var(--pst-color-accent);\n      border-radius: 0.125rem;\n      background-color: var(--pst-color-accent-bg);\n      color: var(--pst-color-on-surface);\n    }\n\n    // Hover label\n    &:not(:checked, :focus-visible) + label:hover {\n      border-color: transparent;\n      color: var(--pst-color-secondary);\n      text-decoration-line: underline;\n      text-decoration-thickness: $link-hover-decoration-thickness;\n    }\n  }\n\n  // Tab label\n  > label {\n    color: var(--pst-color-on-surface);\n    border: 0.125rem solid transparent;\n    border-radius: 0.125rem 0.125rem 0 0;\n    background-color: var(--pst-color-surface);\n    padding: 0 0.75em;\n    margin-inline-end: 0.25rem;\n    line-height: 1.95;\n\n    html[data-theme=\"dark\"] & {\n      background-color: var(--pst-color-on-background);\n    }\n  }\n\n  // panel\n  .sd-tab-content {\n    border: 0.125rem solid var(--pst-color-primary);\n    border-radius: 0.1875rem;\n    box-shadow: unset;\n    padding: 0.625rem;\n    background-color: var(--pst-color-on-background);\n  }\n}\n\n/*******************************************************************************\n* Dropdowns\n*/\n\ndetails.sd-dropdown {\n  // Remove all borders to over-ride SD behavior, and we'll add our own later\n  border: 0 !important;\n\n  // Drop shadow should behave same as admonitions\n  @include box-shadow;\n\n  // Header is where the \"clickable\" box goes\n  summary.sd-card-header {\n    border: 0 !important;\n    display: flex;\n    align-items: center;\n    position: relative; // So background color works\n    font-weight: 600;\n    padding-top: 0.5rem;\n    padding-bottom: 0.5rem;\n\n    // Set a variable that we can re-use for colors later\n    // We must set this in the current and content sibling container\n    // so that it is defined in both places\n    --pst-sd-dropdown-color: var(--pst-gray-500);\n    --pst-sd-dropdown-bg-color: var(--pst-color-surface);\n\n    & + div.sd-summary-content {\n      border: 0;\n\n      --pst-sd-dropdown-color: var(--sd-color-card-border);\n    }\n\n    @each $name in $sd-semantic-color-names {\n      &.sd-bg-#{$name} {\n        --pst-sd-dropdown-color: var(--sd-color-#{$name});\n        --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n\n        // Otherwise it won't be defined in the sibling element\n        & + div.sd-summary-content {\n          --pst-sd-dropdown-color: var(--sd-color-#{$name});\n          --pst-sd-dropdown-bg-color: var(--sd-color-#{$name}-bg);\n        }\n      }\n      &.sd-bg-text-#{$name} {\n        // Use the WCAG conformant text color\n        color: var(--sd-color-#{$name}-bg-text) !important;\n      }\n    }\n\n    @include legacy-backdrop-placeholder;\n\n    background-color: var(--pst-sd-dropdown-bg-color) !important;\n\n    // Add a left border with the same structure as our admonitions\n    border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n\n    // stylelint-disable-next-line no-duplicate-selectors\n    & + div.sd-summary-content {\n      border-left: 0.2rem solid var(--pst-sd-dropdown-color) !important;\n      border-bottom-left-radius: calc(0.25rem - 1px);\n      background-color: var(--pst-color-on-background);\n    }\n\n    span.sd-summary-icon {\n      display: inline-flex;\n      align-items: center;\n      color: var(--pst-sd-dropdown-color) !important;\n\n      svg {\n        opacity: 1;\n      }\n    }\n\n    // Positioning of the caret\n    .sd-summary-up,\n    .sd-summary-down {\n      top: 0.7rem;\n    }\n\n    // Focus ring\n    &:focus-visible {\n      outline: $focus-ring-outline;\n      outline-offset: -$focus-ring-width;\n    }\n  }\n}\n\n/*******************************************************************************\n* Buttons (which in Sphinx Design are actually links that look like buttons)\n* ref: https://sphinx-design.readthedocs.io/en/pydata-theme/badges_buttons.html#buttons\n*/\nhtml {\n  .sd-btn {\n    min-width: 2.25rem;\n    padding: 0.3125rem 0.75rem 0.4375rem; // 5px 12px 7px\n\n    &:hover {\n      @include link-style-hover; // override Sphinx Design\n\n      text-decoration-thickness: 1px;\n    }\n  }\n\n  @each $name in $sd-semantic-color-names {\n    .sd-btn-#{$name},\n    .sd-btn-outline-#{$name} {\n      &:focus-visible {\n        // Override Sphinx Design's use of -highlight colors. The -highlight\n        // colors are 15% darker, so this would create the effect of darkening\n        // the button when focused but we just want the button to have a focus\n        // ring of the same (non-highlight) color.\n        background-color: var(--sd-color-#{$name}) !important;\n        border-color: var(--sd-color-#{$name}) !important;\n        outline: var(--sd-color-#{$name}) solid $focus-ring-width;\n        outline-offset: $focus-ring-width;\n      }\n    }\n  }\n}\n","/**\n * Sphinx togglebutton\n */\n\n.bd-content {\n  @mixin chevron-down {\n    .toggle-chevron-right {\n      transform: rotate(90deg); // point chevron down\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  @mixin chevron-up {\n    .toggle-chevron-right {\n      transform: rotate(-90deg); // point chevron up\n      transition: none; // match non-animated behavior of other chevrons on site\n    }\n  }\n\n  // Admonition toggles\n  .admonition {\n    button.toggle-button {\n      color: inherit;\n\n      // When disclosure widget is closed\n      &.toggle-button-hidden {\n        @include chevron-down;\n      }\n\n      // When open\n      @include chevron-up;\n    }\n\n    // Focus ring\n    // ----------\n    // Sphinx-togglebutton makes the entire admonition header clickable, but\n    // only the button within the header is focusable. We want the entire\n    // clickable area to be surrounded with a focus ring, so that's why we use\n    // the :focus-within selector, rather than a :focus-visible selector on the\n    // button.\n    &:focus-within {\n      overflow: visible;\n\n      // The complicated focus ring styles here are a consequence of the markup\n      // and border styles for this particular admonition class. (For the other\n      // type of admonition on this site, the focus ring style is achieved with\n      // simple `outline` and `outline-offset` rules on the admonition's\n      // header.) The problem is that Sphinx-togglebutton puts the admonition's\n      // left border on the outermost container (rather than separately setting\n      // the left border on the container's children). This makes it complicated\n      // to get the focus ring to simultaneously cover the left border in the\n      // header and align perfectly on the right with the body.\n      .admonition-title:focus-within::before {\n        content: \"\";\n        transform: translateX(\n          -$admonition-left-border-width\n        ); // align left edges of admonition and ring\n\n        width: calc(100% + $admonition-left-border-width); // align right edges\n        height: 100%;\n        border: $focus-ring-outline;\n        border-radius: $focus-ring-width;\n      }\n\n      // When expanded, sharpen the bottom left and right corners of the focus ring\n      &:not(.toggle-hidden) .admonition-title:focus-within::before {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n\n  // Details buttons\n  details.toggle-details {\n    // Over-ride border color to re-use our primary color\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n\n      @include chevron-down;\n    }\n\n    // When expanded, sharpen the bottom left and right corners of the focus ring\n    &[open] {\n      @include chevron-up;\n\n      :focus-visible {\n        border-bottom-left-radius: 0;\n        border-bottom-right-radius: 0;\n      }\n    }\n  }\n}\n","/**\n * Styles for various Sphinx execution libraries to display pre-executed notebooks.\n * For now, where these define output sections, we simply revert their background\n * to be a \"light theme\" background. This ensures that inputs/outputs behave similarly,\n * because the CSS is often controlled by each package.\n * In the future, we might add dark theme support for specific packages.\n */\n\n/*******************************************************************************\n * nbsphinx\n */\nhtml div.rendered_html,\n// NBsphinx ipywidgets output selector\nhtml .jp-RenderedHTMLCommon {\n  // Add some margin around the element box for the focus ring. Otherwise the\n  // focus ring gets clipped because the containing elements have `overflow:\n  // hidden` applied to them (via the `.lm-Widget` selector)\n  margin: $focus-ring-width;\n\n  table {\n    table-layout: auto;\n  }\n}\n\n.bd-content .nboutput {\n  .output_area {\n    &.rendered_html,\n    .jp-RenderedHTMLCommon {\n      // pandas\n      table.dataframe {\n        @include table-colors;\n      }\n    }\n\n    // Dark theme special-cases\n    html[data-theme=\"dark\"] & {\n      &.rendered_html:not(:has(table.dataframe)),\n      // ipywidgets\n      .widget-subarea {\n        @include cell-output-background;\n      }\n\n      &.stderr {\n        background-color: var(--pst-color-danger);\n      }\n    }\n  }\n}\n\n// Add extra padding to the final item in an nbsphinx container\ndiv.nblast.container {\n  margin-bottom: 1rem;\n}\n\n/*******************************************************************************\n * myst NB\n */\n\ndiv.cell_output .output {\n  max-width: 100%;\n  overflow-x: auto;\n}\n\n.bd-content div.cell_output {\n  // pandas\n  table.dataframe {\n    @include table-colors;\n  }\n\n  html[data-theme=\"dark\"] & {\n    img,\n    .text_html:not(:has(table.dataframe)),\n    // ipywidgets\n    .widget-subarea {\n      @include cell-output-background;\n    }\n  }\n}\n\n// Prevent tables from scrunching together\n.bd-content {\n  div.cell_input {\n    display: flex;\n    flex-direction: column;\n    justify-content: stretch;\n  }\n\n  div.cell_input,\n  div.output {\n    border-radius: $admonition-border-radius;\n  }\n\n  div.output {\n    table {\n      table-layout: auto;\n    }\n  }\n}\n","/**\n * style for the various mapping libs based on leaflet (folium, geemap, ipyleaflet)\n * mainly ensure the good display of the maps in both themes and avoid the customization\n * of the tiles\n */\n\n/**\n * avoid border override from pydata-sphinx-theme\n * minimal selctor to get the priority\n */\nhtml[data-theme=\"dark\"] .bd-content img.leaflet-tile.leaflet-tile-loaded {\n  border-radius: 0;\n  padding: 0;\n}\n","/**\n * /search.html page special-cases\n */\n\n.bd-search-container {\n  /*******************************************\n  * Search results\n  */\n  // Whitespace\n  div#search-results {\n    > h2 {\n      font-size: var(--pst-font-size-icon);\n      margin-top: 1rem;\n    }\n\n    p.search-summary {\n      color: var(--pst-color-text-muted);\n    }\n  }\n\n  ul.search {\n    margin: 0;\n    list-style: none;\n\n    li {\n      background-image: none;\n      padding: 1rem 0;\n      margin: 1rem 0;\n      border-top: 1px solid var(--pst-color-text-muted);\n\n      // First link is the page title, it should be a bit bigger\n      > a {\n        font-size: 1.2em;\n      }\n\n      div.context,\n      p.context {\n        color: var(--pst-color-text-base);\n        margin: 0.5em 0 0;\n\n        // Add a # before page section titles to make it clear they are sections\n        a::before {\n          content: \"#\";\n          padding-right: 0.2em;\n          color: var(--pst-color-text-muted);\n        }\n      }\n    }\n  }\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/develop/_static/styles/sphinx-book-theme.css b/develop/_static/styles/sphinx-book-theme.css
index 5197540c9..e514f24e3 100644
--- a/develop/_static/styles/sphinx-book-theme.css
+++ b/develop/_static/styles/sphinx-book-theme.css
@@ -5,5 +5,4 @@
  *
  * This follows the 7-1 pattern described here:
  * https://sass-guidelin.es/#architecture
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a::before, for citation style\na.brackets::before {\n  color: inherit;\n  font-family: inherit;\n  margin-right: 0rem;\n}\n\ntable {\n  position: relative;\n}\n","/*********************************************\n* Print-specific CSS *\n*********************************************/\n@media print {\n  .bd-main {\n    .bd-content {\n      margin-left: 2rem;\n      height: auto;\n      // Structural elements\n      #jb-print-docs-body {\n        margin-left: 0rem;\n\n        h1 {\n          font-size: 3em;\n          text-align: center;\n          margin-bottom: 0;\n        }\n      }\n      // Main content adjustments\n      .bd-article {\n        padding-top: 0;\n\n        // The first H1 is the title, we've already displayed above\n        h1:first-of-type {\n          display: none;\n        }\n      }\n\n      // HACK: Without this, some code cells take the whole width\n      .container {\n        min-width: 0% !important;\n      }\n\n      // Content\n      h1 {\n        margin-top: 1em;\n        margin-bottom: 1em;\n      }\n      h1,\n      h2,\n      h3,\n      h4 {\n        break-after: avoid;\n        color: black;\n      }\n\n      table {\n        break-inside: avoid;\n      }\n\n      pre {\n        word-wrap: break-word;\n      }\n\n      a.headerlink {\n        display: none;\n      }\n\n      // Remove borders to save some ink\n      blockquote.epigraph,\n      aside.margin,\n      aside.sidebar {\n        border: none;\n      }\n\n      .footer {\n        margin-top: 1em;\n      }\n      // Print-only table of contents\n      #jb-print-toc {\n        margin-bottom: 1.5rem;\n        margin-left: 0rem;\n        .section-nav {\n          border-left: 0px !important;\n          list-style-type: disc !important;\n          margin-left: 3em !important;\n          a {\n            text-decoration: none !important;\n          }\n          li {\n            display: list-item !important;\n          }\n          .nav {\n            display: none;\n          }\n        }\n      }\n    }\n\n    // Hide the footer on printing\n    .bd-footer-content {\n      display: none !important;\n    }\n  }\n}\n",".bd-header-announcement {\n  background-color: var(--sbt-color-announcement);\n  color: #fff;\n}\n",".bd-main .bd-content {\n  // make article container left aligned in absence of sidebar\n  justify-content: left;\n}\n",".bd-main .bd-content .bd-article-container {\n  // Re-adjust padding defaults to be flush on the top and right\n  padding: 0rem;\n  // Unset overflow x so that sticky: top works for the article header\n  overflow-x: unset;\n  // prevent from overflowing the flex container\n  min-width: 0;\n\n  @media (min-width: $breakpoint-xl) {\n    // keep article at reasonable width in absence of sidebar\n    max-width: calc(100% - var(--pst-sidebar-secondary));\n  }\n\n  .bd-article {\n    padding-right: 2rem;\n    padding-left: 2rem;\n    @media (max-width: $breakpoint-md) {\n      padding-right: 1rem;\n      padding-left: 1rem;\n    }\n  }\n  details.above-input,\n  details.below-input {\n    summary {\n      border-left: 3px solid var(--pst-color-primary);\n    }\n  }\n}\n","/*********************************************\n* Top Bar *\n*********************************************/\n/**\n * Mixin:\n * Header behavior on mobile\n */\n@mixin header-height-mobile {\n  @media (max-width: $breakpoint-md) {\n    height: $header-article-height + 0.5rem;\n  }\n}\n\n/**\n * Sidebar toggle over-rides for PST\n */\n// Primary toggle is always visible\nbutton.sidebar-toggle.primary-toggle {\n  @media (min-width: $breakpoint-md) {\n    display: inline-block;\n  }\n  @media (max-width: $breakpoint-md) {\n    margin-bottom: 0px;\n  }\n}\n\n// Secondary toggle mimics behavior of \"persistent header\" div of PST\nbutton.sidebar-toggle.secondary-toggle {\n  @media (min-width: $breakpoint-xl) {\n    display: none;\n  }\n  @media (max-width: $breakpoint-md) {\n    margin-bottom: 0px;\n  }\n}\n\n// Wrapper container\n.bd-header-article {\n  display: flex;\n  align-items: center;\n  position: sticky;\n  top: 0;\n  background-color: var(--pst-color-background);\n  transition: left 0.2s;\n  font-size: 0.9em;\n  padding: 0 1rem;\n\n  @media (max-width: $breakpoint-md) {\n    // Give mobile view a bit more space for text\n    padding: 0 0.5rem;\n  }\n  z-index: $zindex-sticky;\n\n  @include header-height-mobile;\n\n  // The box shadow that shows up when you've scrolled past the top\n  .scrolled & {\n    box-shadow: 0 6px 6px -6px var(--pst-color-shadow);\n  }\n\n  // Remove inner padding so that spacing of buttons is a bit tighter\n  .header-article__inner {\n    padding: 0;\n  }\n\n  // Inner container with items in it\n  .header-article-items {\n    display: flex;\n    align-items: center;\n    height: $header-article-height;\n    width: 100%;\n  }\n\n  // Contains the individual item components so we want it centered\n  .header-article-item {\n    display: flex;\n    align-items: center;\n  }\n\n  /**\n  * Buttons in the header\n  */\n  // A series of buttons we special-case in the theme\n  .article-header-buttons {\n    display: flex;\n  }\n\n  // Generic button styles\n  .btn {\n    // Basic button size\n    font-size: 1.3rem;\n    color: var(--pst-color-text-muted);\n    border: none;\n    padding-left: 0.5rem;\n    padding-right: 0.5rem;\n\n    // Make sure anything inside is aligned vertically\n    display: flex;\n    align-items: center;\n\n    // Fix width of buttons so they're all the same\n    svg {\n      width: 1.3rem;\n    }\n\n    // Hover / active behavior\n    &.show,\n    &:hover {\n      color: var(--pst-color-text-base);\n      border: none;\n      & + .dropdown-menu {\n        display: block;\n      }\n    }\n    &:focus {\n      box-shadow: none;\n    }\n\n    &.dropdown-toggle {\n      // Hide the bootstrap caret\n      &:after {\n        display: none;\n      }\n    }\n  }\n\n  // Vertically align dropdown buttons\n  div.dropdown {\n    display: flex;\n    align-items: center;\n  }\n\n  .theme-switch-button {\n    // Removing some special-casing that was needed in PST\n    margin: 0;\n\n    // Remove extra padding since it is already there between sidebar items\n    span,\n    i,\n    button {\n      padding: 0;\n    }\n\n    // No background on hover. Need important to over-ride the PST which uses it too.\n    span,\n    i {\n      transition: color $animation-time ease-out;\n    }\n    &:active,\n    &:hover {\n      background-color: unset !important;\n      span,\n      i {\n        color: var(--pst-color-text-base);\n      }\n    }\n  }\n\n  // The menu that is normally hidden until you hover\n  .dropdown-menu {\n    // Hidden unless we are hovering\n    &:hover {\n      display: block;\n    }\n\n    // Positioning and layout of dropdown items to be standardized\n    top: 2rem;\n    transform: translateX(-75%);\n    @include pst-box-shadow;\n\n    // Color and shadowing\n    border-color: var(--pst-color-border);\n    background-color: var(--pst-color-background);\n    color: var(--pst-color-text-muted);\n\n    .dropdown-item {\n      display: inline-flex;\n      align-items: center;\n      padding-left: 0.5em;\n\n      // To prevent link underline from showing up\n      &:hover {\n        text-decoration: none;\n        background-color: initial;\n        color: var(--pst-color-text-base);\n      }\n\n      // Slightly smaller font for everything\n      font-size: 1em;\n\n      // Image icons should be the same height as <i> icons\n      span img {\n        height: 1em;\n      }\n\n      span.btn__icon-container {\n        width: 1.7em;\n        align-items: center;\n        display: inline-flex;\n        justify-content: center;\n      }\n    }\n  }\n}\n","/*********************************************\n* SASS Mixins\n*********************************************/\n/**\n* Hide the scrollbar until the element is hovered, so keep the page clean\n* Use this sparingly because it's not a great UX pattern.\n*/\n@mixin scrollbar-on-hover() {\n  &:not(:hover) {\n    &::-webkit-scrollbar-thumb {\n      visibility: hidden;\n    }\n  }\n}\n\n/**\n * The PyData Sphinx Theme box shadow rule\n * Copied here in csae we need to re-use.\n*/\n@mixin pst-box-shadow() {\n  box-shadow:\n    0 0.2rem 0.5rem var(--pst-color-shadow),\n    0 0 0.0625rem var(--pst-color-shadow) !important;\n}\n",".bd-header {\n  // Turn off sticky positioning so that it scrolls\n  position: inherit;\n\n  // Turn these off because we'll show it in the article header\n  // The primary sidebar toggle\n  button.sidebar-toggle {\n    display: none;\n  }\n}\n","/*********************************************\n* Left Nav Bar *\n*********************************************/\n\n.bd-sidebar-primary {\n  // So that it sticks to the top of the page instead of the header height\n  top: 0;\n  max-height: 100vh;\n\n  // Tighter padding so the spacing is more equal\n  padding: 1rem;\n\n  // Draw open/close animation\n  transition:\n    margin-left $animation-time ease 0s,\n    opacity $animation-time ease 0s,\n    visibility $animation-time ease 0s;\n\n  @media (max-width: $breakpoint-md) {\n    // So that tooltips don't overlap\n    z-index: $zindex-tooltip + 1;\n  }\n\n  // Remove the top border since there's often no header items above\n  .sidebar-primary-items__start {\n    border-top: none;\n  }\n\n  // On wide screens we have a smaller sidebar width than PST\n  @media (min-width: $breakpoint-lg) {\n    flex-basis: $sidebar-primary-width-widescreen;\n  }\n}\n\n// Default visibility for left sidebar is the reverse of what it is on mobile.\n// It is shown by default, and hidden with a click.\n// Mobile behavior is defined in the pydata sphinx theme\n@media (min-width: $breakpoint-lg) {\n  input#pst-primary-sidebar-checkbox:checked\n    ~ .bd-container\n    .bd-sidebar-primary {\n    margin-left: -$sidebar-primary-width-widescreen;\n    visibility: hidden;\n    opacity: 0;\n  }\n}\n","/*********************************************\n* Table of Contents (right nav bar)          *\n*********************************************/\n\n.bd-sidebar-secondary {\n  // So that it sticks to the top of the page instead of the header height\n  top: 0;\n\n  @media (max-width: $breakpoint-xl) {\n    // So that tooltips don't overlap\n    z-index: $zindex-tooltip + 1;\n  }\n\n  // So that we can center the TOC button with the article header buttons\n  .sidebar-secondary-items {\n    padding: 0;\n    display: flex;\n    gap: 0.5rem;\n\n    // Remove the manual padding since we'll use `gap`\n    .sidebar-secondary-item {\n      padding-top: 0;\n      padding-bottom: 0;\n    }\n  }\n\n  // The 'on this page' title div should take up the full header\n  .onthispage {\n    height: $header-article-height;\n    min-height: $header-article-height;\n    display: flex;\n    gap: 0.5rem;\n    align-items: center;\n    margin: 0;\n    color: var(--pst-color-muted);\n  }\n\n  // Wide screen behavior\n  @media (min-width: $breakpoint-xl) {\n    background: var(--pst-color-background);\n    height: fit-content;\n    transition: max-height 0.4s ease;\n\n    // To make sure it shows above the page content\n    z-index: $zindex-middle;\n\n    // Remove padding so that it's flush on the top and left\n    padding: 0;\n\n    // This is the container div for the secondary sidebar nav\n    .toc-item {\n      // Border is a bit less prominent\n      border-left-color: var(--pst-color-surface);\n      // Flush with the top so that we can fix the height of the toc header div\n      padding-top: 0;\n\n      // The table of contents <ul> after the title div\n      nav.page-toc {\n        // Remove extra margin the PST adds for other sidebar items\n        margin-bottom: 0;\n\n        // Items after \"on this page' should fade in and out\n        transition: opacity 0.4s ease;\n      }\n    }\n\n    // Rules for when sidebar is hidden\n    // the `not:hover` means that hovering over the sidebar will show it again.\n    &.hide:not(:hover) {\n      // Cap the height, and remove the scrollbar\n      max-height: $header-article-height;\n      overflow-y: hidden;\n\n      // Shadow matches what we have in the article header\n      .scrolled & {\n        box-shadow: 0 6px 6px -6px rgba(0, 0, 0, 0.3);\n      }\n\n      // Show a down carot\n      .onthispage:after {\n        opacity: 1;\n        content: \"\\f107\";\n        font-family: \"Font Awesome 5 Free\";\n        font-weight: 900;\n        padding-left: 0.5em;\n        transition: opacity 0.3s ease;\n      }\n\n      // The page-toc list is hidden\n      nav.page-toc {\n        opacity: 0;\n      }\n    }\n  }\n}\n","/*********************************************\n* Footer - content *\n*********************************************/\nfooter {\n  font-size: var(--sbt-font-size-small-1);\n  &.bd-footer-content {\n    display: flex;\n    flex-wrap: wrap;\n    padding: 15px;\n    border-top: 1px solid #ccc;\n    font-size: $sbt-font-size-small-1;\n    .bd-footer-content__inner {\n      padding-left: 0px;\n      p {\n        margin-bottom: 0px;\n      }\n    }\n  }\n}\n",".bd-footer-article {\n  padding: 0rem 1rem;\n  @media (max-width: $breakpoint-md) {\n    // More room for text on mobile\n    padding: 0rem 0.5rem;\n  }\n}\n","#pst-back-to-top {\n  // We should only display the back-to-top button when the TOC is not available.\n  // AKA, on narrow-ish screens.\n  // This over-rides a PST default\n  @media (min-width: $breakpoint-xl) {\n    display: none !important;\n  }\n\n  // Reduce size to be slightly less intrusive on the page\n  font-size: 0.8rem;\n}\n","/**\n * Icon links design for the primary sidebar, where it defaults in this theme.\n */\n.bd-sidebar-primary {\n  .navbar-icon-links {\n    column-gap: 0.5rem;\n\n    .nav-link {\n      // There are few kinds of elements that can be icon links and each is different\n      i,\n      span {\n        font-size: 1.2rem;\n      }\n\n      // Images usually fill more vertical space so we make them a bit smaller\n      img {\n        font-size: 0.8rem;\n      }\n    }\n  }\n}\n",".navbar-brand {\n  height: unset;\n  max-height: unset;\n\n  // Auto-center the image and title and make items vertical\n  flex-direction: column;\n  justify-content: center;\n  gap: 0.25rem;\n\n  // To prevent site text from having underlines\n  &:hover {\n    text-decoration: none;\n  }\n  .logo__title {\n    font-size: 1.25rem;\n    white-space: normal;\n    text-align: center;\n  }\n  // Prevent images from stretching vertically\n  .logo__image {\n    height: unset;\n  }\n}\n","// Clean up the search page so that it has less unnecessary text\n.bd-search-container {\n  margin: 2em;\n\n  #search-results {\n    h2:first-child {\n      display: none;\n    }\n  }\n}\n\n// Sidebar search button field\n.search-button-field {\n  width: 100%;\n  font-size: 0.9rem;\n  // Hide by default and we'll add a rule to show it on wide sreen below\n  display: none;\n\n  .search-button__kbd-shortcut {\n    margin-left: auto;\n  }\n}\n\n// Rules to switch off visibility of the field button and the header button\n@media (min-width: $breakpoint-lg) {\n  .search-button {\n    display: none !important;\n  }\n\n  .search-button-field {\n    display: flex;\n  }\n}\n\n// The \"clear search results\" button\n// Make it line up with our content better\ndiv#searchbox {\n  padding-right: 2rem;\n  padding-left: 2rem;\n  @media (max-width: $breakpoint-md) {\n    padding-right: 1rem;\n    padding-left: 1rem;\n  }\n\n  p.highlight-link {\n    // Remove the extra margin that is added\n    @media (min-width: $breakpoint-md) {\n      margin-left: 0;\n      a {\n        font-size: 1rem;\n      }\n    }\n  }\n}\n","// Images\nimg {\n  max-width: 100%;\n\n  &.align-center {\n    margin-left: auto;\n    margin-right: auto;\n    display: block;\n  }\n\n  &.align-left {\n    clear: left;\n    float: left;\n    margin-right: 1em;\n  }\n\n  &.align-right {\n    clear: right;\n    float: right;\n    margin-left: 1em;\n  }\n}\n\n// Figures\ndiv.figure {\n  width: 100%;\n  margin-bottom: 1em;\n  text-align: center;\n\n  &.align-left {\n    text-align: left;\n    p.caption {\n      margin-left: 0;\n    }\n  }\n  &.align-right {\n    text-align: right;\n    p.caption {\n      margin-right: 0;\n    }\n  }\n\n  p.caption {\n    margin: 0.5em 10%;\n  }\n\n  &.margin,\n  &.margin-caption {\n    p.caption {\n      margin: 0.5em 0;\n    }\n  }\n\n  &.margin-caption p.caption {\n    text-align: left;\n  }\n\n  span.caption-number {\n    font-weight: bold;\n  }\n\n  span {\n    font-size: 0.9rem;\n  }\n}\n","/**\n * Margin content\n * This is the area to the right of the main content\n * normally covered by the in-page table of contents\n * but if `.margin` classes are present, it shows up to the right in the margin\n * and the in-page TOC is hidden.\n * On narrow screens, margin content behaves like a sidebar\n */\n\n/**\n * Variables for calculating margin widths\n */\n// We want our margin content to be 1/3 the width of the main page content\n// after factoring in a small margin\n$margin-width-relative-to-content: 36%;\n$margin-gutter: 3%;\n$margin-width-width-gutter: $margin-width-relative-to-content - $margin-gutter;\n\n// re-subtract the gutter width because we want it to leave a white-space\n// This is how much to offset the margin content.\n$margin-offset: -$margin-width-relative-to-content;\n\n/**\n * This mixin will cause something to \"pop out\" to the margin on wide screens\n */\n@mixin margin-content() {\n  // On narrow screens this is the width of margin content\n  width: 40%;\n  float: right;\n  background-color: unset;\n  font-size: 0.9em;\n  margin-left: 0.5rem;\n\n  // Wide screens and printing should force margin behavior\n  @media (min-width: $breakpoint-lg), print {\n    width: $margin-width-width-gutter;\n    margin: 0 $margin-offset 0 0;\n\n    // Prevent sequential margin content from overlapping\n    clear: right;\n\n    p.sidebar-title {\n      margin-bottom: -1rem;\n      border-bottom: none;\n      padding-left: 0px;\n\n      // Content of admonitions has fewer horizontal white space to save space\n      ~ * {\n        padding-left: 0px;\n        padding-right: 0px;\n      }\n    }\n  }\n}\n\n/**\n * Sidenotes and marginnotes\n * over-rides the \"footnote\" behavior to pop out to the margin instead.\n */\nlabel.margin-toggle {\n  margin-bottom: 0em;\n  &.marginnote-label {\n    display: none;\n  }\n  sup {\n    user-select: none;\n  }\n  @media (max-width: $breakpoint-lg) {\n    cursor: pointer;\n    color: rgb(0, 113, 188);\n    &.marginnote-label {\n      display: inline;\n      &:after {\n        content: \"\\2295\";\n      }\n    }\n  }\n}\n\ninput.margin-toggle {\n  display: none;\n  @media (max-width: $breakpoint-lg) {\n    &:checked + .sidenote,\n    &:checked + .marginnote {\n      display: block;\n      float: left;\n      left: 1rem;\n      clear: both;\n      width: 95%;\n      margin: 1rem 2.5%;\n      position: relative;\n    }\n  }\n}\n\nspan.sidenote,\nspan.marginnote {\n  z-index: $zindex-middle;\n  position: relative;\n  sup {\n    user-select: none;\n  }\n  @include margin-content();\n  border-left: none;\n  @media (max-width: $breakpoint-lg) {\n    display: none;\n  }\n}\n\naside.sidebar {\n  .note {\n    // styling for notes inside sidebars\n    margin: 1rem;\n    padding: 0rem 0rem 1rem 0rem;\n  }\n  // The titles sticking\n  .admonition-title {\n    margin: 0rem -1rem 0rem 0rem;\n  }\n}\n\n/**\n * Sidebar content in the margin.\n * This will be added by the `margin` directive or the `sidebar` directive\n */\naside.sidebar.margin {\n  // Margin content can have an empty title so this prevents an empty title block\n  // from showing up on mobile\n  .sidebar-title:empty {\n    display: none;\n  }\n\n  // On narrow screens padding is added to all sidebar content\n  // This replaces padding w/ margin for admonitions because padding is used\n  // for the title background color\n  .admonition {\n    margin: 0.5rem;\n    padding-left: 0;\n    padding-right: 0;\n\n    // Remove the title margin so it\n    .admonition-title {\n      margin-left: 0;\n      margin-right: 0;\n    }\n  }\n\n  @media (min-width: $breakpoint-lg) {\n    // No border for margin sidebars on wide screen\n    border: none;\n\n    // Admonitions don't need the extra whitespace in the margin\n    .admonition {\n      margin: 1rem 0rem;\n      padding: 0rem 0rem 1rem 0rem;\n    }\n  }\n}\n\ndiv.margin,\nfigure.margin,\naside.margin,\n.margin.docutils.container,\n.cell.tag_popout,\n.cell.tag_margin {\n  z-index: $zindex-middle;\n  position: relative;\n  @include margin-content();\n\n  // Make cell outputs take up more space if they're in the margin\n  div.cell.tag_margin .cell_output {\n    padding-left: 0;\n  }\n}\n\n// A few permutations because docutils 0.18 switched to semantic tags\ndiv.figure.margin-caption p.caption,\ndiv.figure.margin-caption figcaption,\nfigure.margin-caption figcaption {\n  z-index: $zindex-middle;\n  position: relative;\n  @include margin-content();\n}\n\n// Margin captions\n.margin-caption figcaption {\n  text-align: left;\n}\n\n/**\n * Full width content\n */\n\n// Grow 100% by the ratio of the margin to the content width.\n$content-fullwidth-width: 100% + $margin-width-relative-to-content;\n\ndiv.cell.tag_full-width,\ndiv.cell.tag_full_width,\ndiv.full_width,\ndiv.full-width {\n  z-index: $zindex-middle;\n  position: relative;\n  @media (min-width: $breakpoint-lg) {\n    max-width: $content-fullwidth-width;\n    width: $content-fullwidth-width;\n  }\n}\n","/**\n * Epigraphs and other \"special\" quote blocks\n */\n\nblockquote {\n  &.pull-quote,\n  &.epigraph,\n  &.highlights {\n    font-size: 1.25em;\n    border-left: none;\n    background-color: var(--pst-color-background);\n  }\n\n  div > p + p.attribution {\n    font-style: normal;\n    font-size: 0.9em;\n    text-align: right;\n    color: #6c757d;\n    padding-right: 2em;\n  }\n}\n","// Over-ride Sphinx default so that content fills whitespace w/ margin content\npre,\ndiv[class*=\"highlight-\"] {\n  clear: none;\n}\n","// MyST-NB and Jupyter Notebooks\ndiv.cell.tag_output_scroll div.cell_output,\ndiv.cell.tag_scroll-output div.cell_output {\n  max-height: 24em;\n  overflow-y: auto;\n}\n\ndiv.cell.tag_scroll-input div.cell_input {\n  max-height: 24em;\n  overflow-y: auto;\n}\n","/**\n * Comment JavaScript libraries\n  * Libraries supported here are:\n  * - Hypothes.is : https://web.hypothes.is/\n  * - Utteranc.es : https://utteranc.es/\n  */\n// In general we want to hide any comment libraries on print\n@media only print {\n  hypothesis-sidebar,\n  div.utterances {\n    display: none;\n  }\n}\n","/*********************************************\n* Thebe *\n* ref: https://github.com/executablebooks/thebe\n*********************************************/\n.thebelab-cell {\n  border: none !important;\n  margin-right: 0.5em !important;\n}\n\n.thebelab-cell .thebelab-input {\n  padding-left: 10px !important;\n}\n\n.cell.docutils.container {\n  padding-right: 0px !important;\n}\n\nbutton.thebe-launch-button {\n  height: 2.5em;\n  font-size: 1em;\n}\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/develop/_static/underscore-1.13.1.js b/develop/_static/underscore-1.13.1.js
new file mode 100644
index 000000000..ffd77af96
--- /dev/null
+++ b/develop/_static/underscore-1.13.1.js
@@ -0,0 +1,2042 @@
+(function (global, factory) {
+  typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() :
+  typeof define === 'function' && define.amd ? define('underscore', factory) :
+  (global = typeof globalThis !== 'undefined' ? globalThis : global || self, (function () {
+    var current = global._;
+    var exports = global._ = factory();
+    exports.noConflict = function () { global._ = current; return exports; };
+  }()));
+}(this, (function () {
+  //     Underscore.js 1.13.1
+  //     https://underscorejs.org
+  //     (c) 2009-2021 Jeremy Ashkenas, Julian Gonggrijp, and DocumentCloud and Investigative Reporters & Editors
+  //     Underscore may be freely distributed under the MIT license.
+
+  // Current version.
+  var VERSION = '1.13.1';
+
+  // Establish the root object, `window` (`self`) in the browser, `global`
+  // on the server, or `this` in some virtual machines. We use `self`
+  // instead of `window` for `WebWorker` support.
+  var root = typeof self == 'object' && self.self === self && self ||
+            typeof global == 'object' && global.global === global && global ||
+            Function('return this')() ||
+            {};
+
+  // Save bytes in the minified (but not gzipped) version:
+  var ArrayProto = Array.prototype, ObjProto = Object.prototype;
+  var SymbolProto = typeof Symbol !== 'undefined' ? Symbol.prototype : null;
+
+  // Create quick reference variables for speed access to core prototypes.
+  var push = ArrayProto.push,
+      slice = ArrayProto.slice,
+      toString = ObjProto.toString,
+      hasOwnProperty = ObjProto.hasOwnProperty;
+
+  // Modern feature detection.
+  var supportsArrayBuffer = typeof ArrayBuffer !== 'undefined',
+      supportsDataView = typeof DataView !== 'undefined';
+
+  // All **ECMAScript 5+** native function implementations that we hope to use
+  // are declared here.
+  var nativeIsArray = Array.isArray,
+      nativeKeys = Object.keys,
+      nativeCreate = Object.create,
+      nativeIsView = supportsArrayBuffer && ArrayBuffer.isView;
+
+  // Create references to these builtin functions because we override them.
+  var _isNaN = isNaN,
+      _isFinite = isFinite;
+
+  // Keys in IE < 9 that won't be iterated by `for key in ...` and thus missed.
+  var hasEnumBug = !{toString: null}.propertyIsEnumerable('toString');
+  var nonEnumerableProps = ['valueOf', 'isPrototypeOf', 'toString',
+    'propertyIsEnumerable', 'hasOwnProperty', 'toLocaleString'];
+
+  // The largest integer that can be represented exactly.
+  var MAX_ARRAY_INDEX = Math.pow(2, 53) - 1;
+
+  // Some functions take a variable number of arguments, or a few expected
+  // arguments at the beginning and then a variable number of values to operate
+  // on. This helper accumulates all remaining arguments past the function’s
+  // argument length (or an explicit `startIndex`), into an array that becomes
+  // the last argument. Similar to ES6’s "rest parameter".
+  function restArguments(func, startIndex) {
+    startIndex = startIndex == null ? func.length - 1 : +startIndex;
+    return function() {
+      var length = Math.max(arguments.length - startIndex, 0),
+          rest = Array(length),
+          index = 0;
+      for (; index < length; index++) {
+        rest[index] = arguments[index + startIndex];
+      }
+      switch (startIndex) {
+        case 0: return func.call(this, rest);
+        case 1: return func.call(this, arguments[0], rest);
+        case 2: return func.call(this, arguments[0], arguments[1], rest);
+      }
+      var args = Array(startIndex + 1);
+      for (index = 0; index < startIndex; index++) {
+        args[index] = arguments[index];
+      }
+      args[startIndex] = rest;
+      return func.apply(this, args);
+    };
+  }
+
+  // Is a given variable an object?
+  function isObject(obj) {
+    var type = typeof obj;
+    return type === 'function' || type === 'object' && !!obj;
+  }
+
+  // Is a given value equal to null?
+  function isNull(obj) {
+    return obj === null;
+  }
+
+  // Is a given variable undefined?
+  function isUndefined(obj) {
+    return obj === void 0;
+  }
+
+  // Is a given value a boolean?
+  function isBoolean(obj) {
+    return obj === true || obj === false || toString.call(obj) === '[object Boolean]';
+  }
+
+  // Is a given value a DOM element?
+  function isElement(obj) {
+    return !!(obj && obj.nodeType === 1);
+  }
+
+  // Internal function for creating a `toString`-based type tester.
+  function tagTester(name) {
+    var tag = '[object ' + name + ']';
+    return function(obj) {
+      return toString.call(obj) === tag;
+    };
+  }
+
+  var isString = tagTester('String');
+
+  var isNumber = tagTester('Number');
+
+  var isDate = tagTester('Date');
+
+  var isRegExp = tagTester('RegExp');
+
+  var isError = tagTester('Error');
+
+  var isSymbol = tagTester('Symbol');
+
+  var isArrayBuffer = tagTester('ArrayBuffer');
+
+  var isFunction = tagTester('Function');
+
+  // Optimize `isFunction` if appropriate. Work around some `typeof` bugs in old
+  // v8, IE 11 (#1621), Safari 8 (#1929), and PhantomJS (#2236).
+  var nodelist = root.document && root.document.childNodes;
+  if (typeof /./ != 'function' && typeof Int8Array != 'object' && typeof nodelist != 'function') {
+    isFunction = function(obj) {
+      return typeof obj == 'function' || false;
+    };
+  }
+
+  var isFunction$1 = isFunction;
+
+  var hasObjectTag = tagTester('Object');
+
+  // In IE 10 - Edge 13, `DataView` has string tag `'[object Object]'`.
+  // In IE 11, the most common among them, this problem also applies to
+  // `Map`, `WeakMap` and `Set`.
+  var hasStringTagBug = (
+        supportsDataView && hasObjectTag(new DataView(new ArrayBuffer(8)))
+      ),
+      isIE11 = (typeof Map !== 'undefined' && hasObjectTag(new Map));
+
+  var isDataView = tagTester('DataView');
+
+  // In IE 10 - Edge 13, we need a different heuristic
+  // to determine whether an object is a `DataView`.
+  function ie10IsDataView(obj) {
+    return obj != null && isFunction$1(obj.getInt8) && isArrayBuffer(obj.buffer);
+  }
+
+  var isDataView$1 = (hasStringTagBug ? ie10IsDataView : isDataView);
+
+  // Is a given value an array?
+  // Delegates to ECMA5's native `Array.isArray`.
+  var isArray = nativeIsArray || tagTester('Array');
+
+  // Internal function to check whether `key` is an own property name of `obj`.
+  function has$1(obj, key) {
+    return obj != null && hasOwnProperty.call(obj, key);
+  }
+
+  var isArguments = tagTester('Arguments');
+
+  // Define a fallback version of the method in browsers (ahem, IE < 9), where
+  // there isn't any inspectable "Arguments" type.
+  (function() {
+    if (!isArguments(arguments)) {
+      isArguments = function(obj) {
+        return has$1(obj, 'callee');
+      };
+    }
+  }());
+
+  var isArguments$1 = isArguments;
+
+  // Is a given object a finite number?
+  function isFinite$1(obj) {
+    return !isSymbol(obj) && _isFinite(obj) && !isNaN(parseFloat(obj));
+  }
+
+  // Is the given value `NaN`?
+  function isNaN$1(obj) {
+    return isNumber(obj) && _isNaN(obj);
+  }
+
+  // Predicate-generating function. Often useful outside of Underscore.
+  function constant(value) {
+    return function() {
+      return value;
+    };
+  }
+
+  // Common internal logic for `isArrayLike` and `isBufferLike`.
+  function createSizePropertyCheck(getSizeProperty) {
+    return function(collection) {
+      var sizeProperty = getSizeProperty(collection);
+      return typeof sizeProperty == 'number' && sizeProperty >= 0 && sizeProperty <= MAX_ARRAY_INDEX;
+    }
+  }
+
+  // Internal helper to generate a function to obtain property `key` from `obj`.
+  function shallowProperty(key) {
+    return function(obj) {
+      return obj == null ? void 0 : obj[key];
+    };
+  }
+
+  // Internal helper to obtain the `byteLength` property of an object.
+  var getByteLength = shallowProperty('byteLength');
+
+  // Internal helper to determine whether we should spend extensive checks against
+  // `ArrayBuffer` et al.
+  var isBufferLike = createSizePropertyCheck(getByteLength);
+
+  // Is a given value a typed array?
+  var typedArrayPattern = /\[object ((I|Ui)nt(8|16|32)|Float(32|64)|Uint8Clamped|Big(I|Ui)nt64)Array\]/;
+  function isTypedArray(obj) {
+    // `ArrayBuffer.isView` is the most future-proof, so use it when available.
+    // Otherwise, fall back on the above regular expression.
+    return nativeIsView ? (nativeIsView(obj) && !isDataView$1(obj)) :
+                  isBufferLike(obj) && typedArrayPattern.test(toString.call(obj));
+  }
+
+  var isTypedArray$1 = supportsArrayBuffer ? isTypedArray : constant(false);
+
+  // Internal helper to obtain the `length` property of an object.
+  var getLength = shallowProperty('length');
+
+  // Internal helper to create a simple lookup structure.
+  // `collectNonEnumProps` used to depend on `_.contains`, but this led to
+  // circular imports. `emulatedSet` is a one-off solution that only works for
+  // arrays of strings.
+  function emulatedSet(keys) {
+    var hash = {};
+    for (var l = keys.length, i = 0; i < l; ++i) hash[keys[i]] = true;
+    return {
+      contains: function(key) { return hash[key]; },
+      push: function(key) {
+        hash[key] = true;
+        return keys.push(key);
+      }
+    };
+  }
+
+  // Internal helper. Checks `keys` for the presence of keys in IE < 9 that won't
+  // be iterated by `for key in ...` and thus missed. Extends `keys` in place if
+  // needed.
+  function collectNonEnumProps(obj, keys) {
+    keys = emulatedSet(keys);
+    var nonEnumIdx = nonEnumerableProps.length;
+    var constructor = obj.constructor;
+    var proto = isFunction$1(constructor) && constructor.prototype || ObjProto;
+
+    // Constructor is a special case.
+    var prop = 'constructor';
+    if (has$1(obj, prop) && !keys.contains(prop)) keys.push(prop);
+
+    while (nonEnumIdx--) {
+      prop = nonEnumerableProps[nonEnumIdx];
+      if (prop in obj && obj[prop] !== proto[prop] && !keys.contains(prop)) {
+        keys.push(prop);
+      }
+    }
+  }
+
+  // Retrieve the names of an object's own properties.
+  // Delegates to **ECMAScript 5**'s native `Object.keys`.
+  function keys(obj) {
+    if (!isObject(obj)) return [];
+    if (nativeKeys) return nativeKeys(obj);
+    var keys = [];
+    for (var key in obj) if (has$1(obj, key)) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  }
+
+  // Is a given array, string, or object empty?
+  // An "empty" object has no enumerable own-properties.
+  function isEmpty(obj) {
+    if (obj == null) return true;
+    // Skip the more expensive `toString`-based type checks if `obj` has no
+    // `.length`.
+    var length = getLength(obj);
+    if (typeof length == 'number' && (
+      isArray(obj) || isString(obj) || isArguments$1(obj)
+    )) return length === 0;
+    return getLength(keys(obj)) === 0;
+  }
+
+  // Returns whether an object has a given set of `key:value` pairs.
+  function isMatch(object, attrs) {
+    var _keys = keys(attrs), length = _keys.length;
+    if (object == null) return !length;
+    var obj = Object(object);
+    for (var i = 0; i < length; i++) {
+      var key = _keys[i];
+      if (attrs[key] !== obj[key] || !(key in obj)) return false;
+    }
+    return true;
+  }
+
+  // If Underscore is called as a function, it returns a wrapped object that can
+  // be used OO-style. This wrapper holds altered versions of all functions added
+  // through `_.mixin`. Wrapped objects may be chained.
+  function _$1(obj) {
+    if (obj instanceof _$1) return obj;
+    if (!(this instanceof _$1)) return new _$1(obj);
+    this._wrapped = obj;
+  }
+
+  _$1.VERSION = VERSION;
+
+  // Extracts the result from a wrapped and chained object.
+  _$1.prototype.value = function() {
+    return this._wrapped;
+  };
+
+  // Provide unwrapping proxies for some methods used in engine operations
+  // such as arithmetic and JSON stringification.
+  _$1.prototype.valueOf = _$1.prototype.toJSON = _$1.prototype.value;
+
+  _$1.prototype.toString = function() {
+    return String(this._wrapped);
+  };
+
+  // Internal function to wrap or shallow-copy an ArrayBuffer,
+  // typed array or DataView to a new view, reusing the buffer.
+  function toBufferView(bufferSource) {
+    return new Uint8Array(
+      bufferSource.buffer || bufferSource,
+      bufferSource.byteOffset || 0,
+      getByteLength(bufferSource)
+    );
+  }
+
+  // We use this string twice, so give it a name for minification.
+  var tagDataView = '[object DataView]';
+
+  // Internal recursive comparison function for `_.isEqual`.
+  function eq(a, b, aStack, bStack) {
+    // Identical objects are equal. `0 === -0`, but they aren't identical.
+    // See the [Harmony `egal` proposal](https://wiki.ecmascript.org/doku.php?id=harmony:egal).
+    if (a === b) return a !== 0 || 1 / a === 1 / b;
+    // `null` or `undefined` only equal to itself (strict comparison).
+    if (a == null || b == null) return false;
+    // `NaN`s are equivalent, but non-reflexive.
+    if (a !== a) return b !== b;
+    // Exhaust primitive checks
+    var type = typeof a;
+    if (type !== 'function' && type !== 'object' && typeof b != 'object') return false;
+    return deepEq(a, b, aStack, bStack);
+  }
+
+  // Internal recursive comparison function for `_.isEqual`.
+  function deepEq(a, b, aStack, bStack) {
+    // Unwrap any wrapped objects.
+    if (a instanceof _$1) a = a._wrapped;
+    if (b instanceof _$1) b = b._wrapped;
+    // Compare `[[Class]]` names.
+    var className = toString.call(a);
+    if (className !== toString.call(b)) return false;
+    // Work around a bug in IE 10 - Edge 13.
+    if (hasStringTagBug && className == '[object Object]' && isDataView$1(a)) {
+      if (!isDataView$1(b)) return false;
+      className = tagDataView;
+    }
+    switch (className) {
+      // These types are compared by value.
+      case '[object RegExp]':
+        // RegExps are coerced to strings for comparison (Note: '' + /a/i === '/a/i')
+      case '[object String]':
+        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
+        // equivalent to `new String("5")`.
+        return '' + a === '' + b;
+      case '[object Number]':
+        // `NaN`s are equivalent, but non-reflexive.
+        // Object(NaN) is equivalent to NaN.
+        if (+a !== +a) return +b !== +b;
+        // An `egal` comparison is performed for other numeric values.
+        return +a === 0 ? 1 / +a === 1 / b : +a === +b;
+      case '[object Date]':
+      case '[object Boolean]':
+        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
+        // millisecond representations. Note that invalid dates with millisecond representations
+        // of `NaN` are not equivalent.
+        return +a === +b;
+      case '[object Symbol]':
+        return SymbolProto.valueOf.call(a) === SymbolProto.valueOf.call(b);
+      case '[object ArrayBuffer]':
+      case tagDataView:
+        // Coerce to typed array so we can fall through.
+        return deepEq(toBufferView(a), toBufferView(b), aStack, bStack);
+    }
+
+    var areArrays = className === '[object Array]';
+    if (!areArrays && isTypedArray$1(a)) {
+        var byteLength = getByteLength(a);
+        if (byteLength !== getByteLength(b)) return false;
+        if (a.buffer === b.buffer && a.byteOffset === b.byteOffset) return true;
+        areArrays = true;
+    }
+    if (!areArrays) {
+      if (typeof a != 'object' || typeof b != 'object') return false;
+
+      // Objects with different constructors are not equivalent, but `Object`s or `Array`s
+      // from different frames are.
+      var aCtor = a.constructor, bCtor = b.constructor;
+      if (aCtor !== bCtor && !(isFunction$1(aCtor) && aCtor instanceof aCtor &&
+                               isFunction$1(bCtor) && bCtor instanceof bCtor)
+                          && ('constructor' in a && 'constructor' in b)) {
+        return false;
+      }
+    }
+    // Assume equality for cyclic structures. The algorithm for detecting cyclic
+    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
+
+    // Initializing stack of traversed objects.
+    // It's done here since we only need them for objects and arrays comparison.
+    aStack = aStack || [];
+    bStack = bStack || [];
+    var length = aStack.length;
+    while (length--) {
+      // Linear search. Performance is inversely proportional to the number of
+      // unique nested structures.
+      if (aStack[length] === a) return bStack[length] === b;
+    }
+
+    // Add the first object to the stack of traversed objects.
+    aStack.push(a);
+    bStack.push(b);
+
+    // Recursively compare objects and arrays.
+    if (areArrays) {
+      // Compare array lengths to determine if a deep comparison is necessary.
+      length = a.length;
+      if (length !== b.length) return false;
+      // Deep compare the contents, ignoring non-numeric properties.
+      while (length--) {
+        if (!eq(a[length], b[length], aStack, bStack)) return false;
+      }
+    } else {
+      // Deep compare objects.
+      var _keys = keys(a), key;
+      length = _keys.length;
+      // Ensure that both objects contain the same number of properties before comparing deep equality.
+      if (keys(b).length !== length) return false;
+      while (length--) {
+        // Deep compare each member
+        key = _keys[length];
+        if (!(has$1(b, key) && eq(a[key], b[key], aStack, bStack))) return false;
+      }
+    }
+    // Remove the first object from the stack of traversed objects.
+    aStack.pop();
+    bStack.pop();
+    return true;
+  }
+
+  // Perform a deep comparison to check if two objects are equal.
+  function isEqual(a, b) {
+    return eq(a, b);
+  }
+
+  // Retrieve all the enumerable property names of an object.
+  function allKeys(obj) {
+    if (!isObject(obj)) return [];
+    var keys = [];
+    for (var key in obj) keys.push(key);
+    // Ahem, IE < 9.
+    if (hasEnumBug) collectNonEnumProps(obj, keys);
+    return keys;
+  }
+
+  // Since the regular `Object.prototype.toString` type tests don't work for
+  // some types in IE 11, we use a fingerprinting heuristic instead, based
+  // on the methods. It's not great, but it's the best we got.
+  // The fingerprint method lists are defined below.
+  function ie11fingerprint(methods) {
+    var length = getLength(methods);
+    return function(obj) {
+      if (obj == null) return false;
+      // `Map`, `WeakMap` and `Set` have no enumerable keys.
+      var keys = allKeys(obj);
+      if (getLength(keys)) return false;
+      for (var i = 0; i < length; i++) {
+        if (!isFunction$1(obj[methods[i]])) return false;
+      }
+      // If we are testing against `WeakMap`, we need to ensure that
+      // `obj` doesn't have a `forEach` method in order to distinguish
+      // it from a regular `Map`.
+      return methods !== weakMapMethods || !isFunction$1(obj[forEachName]);
+    };
+  }
+
+  // In the interest of compact minification, we write
+  // each string in the fingerprints only once.
+  var forEachName = 'forEach',
+      hasName = 'has',
+      commonInit = ['clear', 'delete'],
+      mapTail = ['get', hasName, 'set'];
+
+  // `Map`, `WeakMap` and `Set` each have slightly different
+  // combinations of the above sublists.
+  var mapMethods = commonInit.concat(forEachName, mapTail),
+      weakMapMethods = commonInit.concat(mapTail),
+      setMethods = ['add'].concat(commonInit, forEachName, hasName);
+
+  var isMap = isIE11 ? ie11fingerprint(mapMethods) : tagTester('Map');
+
+  var isWeakMap = isIE11 ? ie11fingerprint(weakMapMethods) : tagTester('WeakMap');
+
+  var isSet = isIE11 ? ie11fingerprint(setMethods) : tagTester('Set');
+
+  var isWeakSet = tagTester('WeakSet');
+
+  // Retrieve the values of an object's properties.
+  function values(obj) {
+    var _keys = keys(obj);
+    var length = _keys.length;
+    var values = Array(length);
+    for (var i = 0; i < length; i++) {
+      values[i] = obj[_keys[i]];
+    }
+    return values;
+  }
+
+  // Convert an object into a list of `[key, value]` pairs.
+  // The opposite of `_.object` with one argument.
+  function pairs(obj) {
+    var _keys = keys(obj);
+    var length = _keys.length;
+    var pairs = Array(length);
+    for (var i = 0; i < length; i++) {
+      pairs[i] = [_keys[i], obj[_keys[i]]];
+    }
+    return pairs;
+  }
+
+  // Invert the keys and values of an object. The values must be serializable.
+  function invert(obj) {
+    var result = {};
+    var _keys = keys(obj);
+    for (var i = 0, length = _keys.length; i < length; i++) {
+      result[obj[_keys[i]]] = _keys[i];
+    }
+    return result;
+  }
+
+  // Return a sorted list of the function names available on the object.
+  function functions(obj) {
+    var names = [];
+    for (var key in obj) {
+      if (isFunction$1(obj[key])) names.push(key);
+    }
+    return names.sort();
+  }
+
+  // An internal function for creating assigner functions.
+  function createAssigner(keysFunc, defaults) {
+    return function(obj) {
+      var length = arguments.length;
+      if (defaults) obj = Object(obj);
+      if (length < 2 || obj == null) return obj;
+      for (var index = 1; index < length; index++) {
+        var source = arguments[index],
+            keys = keysFunc(source),
+            l = keys.length;
+        for (var i = 0; i < l; i++) {
+          var key = keys[i];
+          if (!defaults || obj[key] === void 0) obj[key] = source[key];
+        }
+      }
+      return obj;
+    };
+  }
+
+  // Extend a given object with all the properties in passed-in object(s).
+  var extend = createAssigner(allKeys);
+
+  // Assigns a given object with all the own properties in the passed-in
+  // object(s).
+  // (https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object/assign)
+  var extendOwn = createAssigner(keys);
+
+  // Fill in a given object with default properties.
+  var defaults = createAssigner(allKeys, true);
+
+  // Create a naked function reference for surrogate-prototype-swapping.
+  function ctor() {
+    return function(){};
+  }
+
+  // An internal function for creating a new object that inherits from another.
+  function baseCreate(prototype) {
+    if (!isObject(prototype)) return {};
+    if (nativeCreate) return nativeCreate(prototype);
+    var Ctor = ctor();
+    Ctor.prototype = prototype;
+    var result = new Ctor;
+    Ctor.prototype = null;
+    return result;
+  }
+
+  // Creates an object that inherits from the given prototype object.
+  // If additional properties are provided then they will be added to the
+  // created object.
+  function create(prototype, props) {
+    var result = baseCreate(prototype);
+    if (props) extendOwn(result, props);
+    return result;
+  }
+
+  // Create a (shallow-cloned) duplicate of an object.
+  function clone(obj) {
+    if (!isObject(obj)) return obj;
+    return isArray(obj) ? obj.slice() : extend({}, obj);
+  }
+
+  // Invokes `interceptor` with the `obj` and then returns `obj`.
+  // The primary purpose of this method is to "tap into" a method chain, in
+  // order to perform operations on intermediate results within the chain.
+  function tap(obj, interceptor) {
+    interceptor(obj);
+    return obj;
+  }
+
+  // Normalize a (deep) property `path` to array.
+  // Like `_.iteratee`, this function can be customized.
+  function toPath$1(path) {
+    return isArray(path) ? path : [path];
+  }
+  _$1.toPath = toPath$1;
+
+  // Internal wrapper for `_.toPath` to enable minification.
+  // Similar to `cb` for `_.iteratee`.
+  function toPath(path) {
+    return _$1.toPath(path);
+  }
+
+  // Internal function to obtain a nested property in `obj` along `path`.
+  function deepGet(obj, path) {
+    var length = path.length;
+    for (var i = 0; i < length; i++) {
+      if (obj == null) return void 0;
+      obj = obj[path[i]];
+    }
+    return length ? obj : void 0;
+  }
+
+  // Get the value of the (deep) property on `path` from `object`.
+  // If any property in `path` does not exist or if the value is
+  // `undefined`, return `defaultValue` instead.
+  // The `path` is normalized through `_.toPath`.
+  function get(object, path, defaultValue) {
+    var value = deepGet(object, toPath(path));
+    return isUndefined(value) ? defaultValue : value;
+  }
+
+  // Shortcut function for checking if an object has a given property directly on
+  // itself (in other words, not on a prototype). Unlike the internal `has`
+  // function, this public version can also traverse nested properties.
+  function has(obj, path) {
+    path = toPath(path);
+    var length = path.length;
+    for (var i = 0; i < length; i++) {
+      var key = path[i];
+      if (!has$1(obj, key)) return false;
+      obj = obj[key];
+    }
+    return !!length;
+  }
+
+  // Keep the identity function around for default iteratees.
+  function identity(value) {
+    return value;
+  }
+
+  // Returns a predicate for checking whether an object has a given set of
+  // `key:value` pairs.
+  function matcher(attrs) {
+    attrs = extendOwn({}, attrs);
+    return function(obj) {
+      return isMatch(obj, attrs);
+    };
+  }
+
+  // Creates a function that, when passed an object, will traverse that object’s
+  // properties down the given `path`, specified as an array of keys or indices.
+  function property(path) {
+    path = toPath(path);
+    return function(obj) {
+      return deepGet(obj, path);
+    };
+  }
+
+  // Internal function that returns an efficient (for current engines) version
+  // of the passed-in callback, to be repeatedly applied in other Underscore
+  // functions.
+  function optimizeCb(func, context, argCount) {
+    if (context === void 0) return func;
+    switch (argCount == null ? 3 : argCount) {
+      case 1: return function(value) {
+        return func.call(context, value);
+      };
+      // The 2-argument case is omitted because we’re not using it.
+      case 3: return function(value, index, collection) {
+        return func.call(context, value, index, collection);
+      };
+      case 4: return function(accumulator, value, index, collection) {
+        return func.call(context, accumulator, value, index, collection);
+      };
+    }
+    return function() {
+      return func.apply(context, arguments);
+    };
+  }
+
+  // An internal function to generate callbacks that can be applied to each
+  // element in a collection, returning the desired result — either `_.identity`,
+  // an arbitrary callback, a property matcher, or a property accessor.
+  function baseIteratee(value, context, argCount) {
+    if (value == null) return identity;
+    if (isFunction$1(value)) return optimizeCb(value, context, argCount);
+    if (isObject(value) && !isArray(value)) return matcher(value);
+    return property(value);
+  }
+
+  // External wrapper for our callback generator. Users may customize
+  // `_.iteratee` if they want additional predicate/iteratee shorthand styles.
+  // This abstraction hides the internal-only `argCount` argument.
+  function iteratee(value, context) {
+    return baseIteratee(value, context, Infinity);
+  }
+  _$1.iteratee = iteratee;
+
+  // The function we call internally to generate a callback. It invokes
+  // `_.iteratee` if overridden, otherwise `baseIteratee`.
+  function cb(value, context, argCount) {
+    if (_$1.iteratee !== iteratee) return _$1.iteratee(value, context);
+    return baseIteratee(value, context, argCount);
+  }
+
+  // Returns the results of applying the `iteratee` to each element of `obj`.
+  // In contrast to `_.map` it returns an object.
+  function mapObject(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var _keys = keys(obj),
+        length = _keys.length,
+        results = {};
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys[index];
+      results[currentKey] = iteratee(obj[currentKey], currentKey, obj);
+    }
+    return results;
+  }
+
+  // Predicate-generating function. Often useful outside of Underscore.
+  function noop(){}
+
+  // Generates a function for a given object that returns a given property.
+  function propertyOf(obj) {
+    if (obj == null) return noop;
+    return function(path) {
+      return get(obj, path);
+    };
+  }
+
+  // Run a function **n** times.
+  function times(n, iteratee, context) {
+    var accum = Array(Math.max(0, n));
+    iteratee = optimizeCb(iteratee, context, 1);
+    for (var i = 0; i < n; i++) accum[i] = iteratee(i);
+    return accum;
+  }
+
+  // Return a random integer between `min` and `max` (inclusive).
+  function random(min, max) {
+    if (max == null) {
+      max = min;
+      min = 0;
+    }
+    return min + Math.floor(Math.random() * (max - min + 1));
+  }
+
+  // A (possibly faster) way to get the current timestamp as an integer.
+  var now = Date.now || function() {
+    return new Date().getTime();
+  };
+
+  // Internal helper to generate functions for escaping and unescaping strings
+  // to/from HTML interpolation.
+  function createEscaper(map) {
+    var escaper = function(match) {
+      return map[match];
+    };
+    // Regexes for identifying a key that needs to be escaped.
+    var source = '(?:' + keys(map).join('|') + ')';
+    var testRegexp = RegExp(source);
+    var replaceRegexp = RegExp(source, 'g');
+    return function(string) {
+      string = string == null ? '' : '' + string;
+      return testRegexp.test(string) ? string.replace(replaceRegexp, escaper) : string;
+    };
+  }
+
+  // Internal list of HTML entities for escaping.
+  var escapeMap = {
+    '&': '&amp;',
+    '<': '&lt;',
+    '>': '&gt;',
+    '"': '&quot;',
+    "'": '&#x27;',
+    '`': '&#x60;'
+  };
+
+  // Function for escaping strings to HTML interpolation.
+  var _escape = createEscaper(escapeMap);
+
+  // Internal list of HTML entities for unescaping.
+  var unescapeMap = invert(escapeMap);
+
+  // Function for unescaping strings from HTML interpolation.
+  var _unescape = createEscaper(unescapeMap);
+
+  // By default, Underscore uses ERB-style template delimiters. Change the
+  // following template settings to use alternative delimiters.
+  var templateSettings = _$1.templateSettings = {
+    evaluate: /<%([\s\S]+?)%>/g,
+    interpolate: /<%=([\s\S]+?)%>/g,
+    escape: /<%-([\s\S]+?)%>/g
+  };
+
+  // When customizing `_.templateSettings`, if you don't want to define an
+  // interpolation, evaluation or escaping regex, we need one that is
+  // guaranteed not to match.
+  var noMatch = /(.)^/;
+
+  // Certain characters need to be escaped so that they can be put into a
+  // string literal.
+  var escapes = {
+    "'": "'",
+    '\\': '\\',
+    '\r': 'r',
+    '\n': 'n',
+    '\u2028': 'u2028',
+    '\u2029': 'u2029'
+  };
+
+  var escapeRegExp = /\\|'|\r|\n|\u2028|\u2029/g;
+
+  function escapeChar(match) {
+    return '\\' + escapes[match];
+  }
+
+  // In order to prevent third-party code injection through
+  // `_.templateSettings.variable`, we test it against the following regular
+  // expression. It is intentionally a bit more liberal than just matching valid
+  // identifiers, but still prevents possible loopholes through defaults or
+  // destructuring assignment.
+  var bareIdentifier = /^\s*(\w|\$)+\s*$/;
+
+  // JavaScript micro-templating, similar to John Resig's implementation.
+  // Underscore templating handles arbitrary delimiters, preserves whitespace,
+  // and correctly escapes quotes within interpolated code.
+  // NB: `oldSettings` only exists for backwards compatibility.
+  function template(text, settings, oldSettings) {
+    if (!settings && oldSettings) settings = oldSettings;
+    settings = defaults({}, settings, _$1.templateSettings);
+
+    // Combine delimiters into one regular expression via alternation.
+    var matcher = RegExp([
+      (settings.escape || noMatch).source,
+      (settings.interpolate || noMatch).source,
+      (settings.evaluate || noMatch).source
+    ].join('|') + '|$', 'g');
+
+    // Compile the template source, escaping string literals appropriately.
+    var index = 0;
+    var source = "__p+='";
+    text.replace(matcher, function(match, escape, interpolate, evaluate, offset) {
+      source += text.slice(index, offset).replace(escapeRegExp, escapeChar);
+      index = offset + match.length;
+
+      if (escape) {
+        source += "'+\n((__t=(" + escape + "))==null?'':_.escape(__t))+\n'";
+      } else if (interpolate) {
+        source += "'+\n((__t=(" + interpolate + "))==null?'':__t)+\n'";
+      } else if (evaluate) {
+        source += "';\n" + evaluate + "\n__p+='";
+      }
+
+      // Adobe VMs need the match returned to produce the correct offset.
+      return match;
+    });
+    source += "';\n";
+
+    var argument = settings.variable;
+    if (argument) {
+      // Insure against third-party code injection. (CVE-2021-23358)
+      if (!bareIdentifier.test(argument)) throw new Error(
+        'variable is not a bare identifier: ' + argument
+      );
+    } else {
+      // If a variable is not specified, place data values in local scope.
+      source = 'with(obj||{}){\n' + source + '}\n';
+      argument = 'obj';
+    }
+
+    source = "var __t,__p='',__j=Array.prototype.join," +
+      "print=function(){__p+=__j.call(arguments,'');};\n" +
+      source + 'return __p;\n';
+
+    var render;
+    try {
+      render = new Function(argument, '_', source);
+    } catch (e) {
+      e.source = source;
+      throw e;
+    }
+
+    var template = function(data) {
+      return render.call(this, data, _$1);
+    };
+
+    // Provide the compiled source as a convenience for precompilation.
+    template.source = 'function(' + argument + '){\n' + source + '}';
+
+    return template;
+  }
+
+  // Traverses the children of `obj` along `path`. If a child is a function, it
+  // is invoked with its parent as context. Returns the value of the final
+  // child, or `fallback` if any child is undefined.
+  function result(obj, path, fallback) {
+    path = toPath(path);
+    var length = path.length;
+    if (!length) {
+      return isFunction$1(fallback) ? fallback.call(obj) : fallback;
+    }
+    for (var i = 0; i < length; i++) {
+      var prop = obj == null ? void 0 : obj[path[i]];
+      if (prop === void 0) {
+        prop = fallback;
+        i = length; // Ensure we don't continue iterating.
+      }
+      obj = isFunction$1(prop) ? prop.call(obj) : prop;
+    }
+    return obj;
+  }
+
+  // Generate a unique integer id (unique within the entire client session).
+  // Useful for temporary DOM ids.
+  var idCounter = 0;
+  function uniqueId(prefix) {
+    var id = ++idCounter + '';
+    return prefix ? prefix + id : id;
+  }
+
+  // Start chaining a wrapped Underscore object.
+  function chain(obj) {
+    var instance = _$1(obj);
+    instance._chain = true;
+    return instance;
+  }
+
+  // Internal function to execute `sourceFunc` bound to `context` with optional
+  // `args`. Determines whether to execute a function as a constructor or as a
+  // normal function.
+  function executeBound(sourceFunc, boundFunc, context, callingContext, args) {
+    if (!(callingContext instanceof boundFunc)) return sourceFunc.apply(context, args);
+    var self = baseCreate(sourceFunc.prototype);
+    var result = sourceFunc.apply(self, args);
+    if (isObject(result)) return result;
+    return self;
+  }
+
+  // Partially apply a function by creating a version that has had some of its
+  // arguments pre-filled, without changing its dynamic `this` context. `_` acts
+  // as a placeholder by default, allowing any combination of arguments to be
+  // pre-filled. Set `_.partial.placeholder` for a custom placeholder argument.
+  var partial = restArguments(function(func, boundArgs) {
+    var placeholder = partial.placeholder;
+    var bound = function() {
+      var position = 0, length = boundArgs.length;
+      var args = Array(length);
+      for (var i = 0; i < length; i++) {
+        args[i] = boundArgs[i] === placeholder ? arguments[position++] : boundArgs[i];
+      }
+      while (position < arguments.length) args.push(arguments[position++]);
+      return executeBound(func, bound, this, this, args);
+    };
+    return bound;
+  });
+
+  partial.placeholder = _$1;
+
+  // Create a function bound to a given object (assigning `this`, and arguments,
+  // optionally).
+  var bind = restArguments(function(func, context, args) {
+    if (!isFunction$1(func)) throw new TypeError('Bind must be called on a function');
+    var bound = restArguments(function(callArgs) {
+      return executeBound(func, bound, context, this, args.concat(callArgs));
+    });
+    return bound;
+  });
+
+  // Internal helper for collection methods to determine whether a collection
+  // should be iterated as an array or as an object.
+  // Related: https://people.mozilla.org/~jorendorff/es6-draft.html#sec-tolength
+  // Avoids a very nasty iOS 8 JIT bug on ARM-64. #2094
+  var isArrayLike = createSizePropertyCheck(getLength);
+
+  // Internal implementation of a recursive `flatten` function.
+  function flatten$1(input, depth, strict, output) {
+    output = output || [];
+    if (!depth && depth !== 0) {
+      depth = Infinity;
+    } else if (depth <= 0) {
+      return output.concat(input);
+    }
+    var idx = output.length;
+    for (var i = 0, length = getLength(input); i < length; i++) {
+      var value = input[i];
+      if (isArrayLike(value) && (isArray(value) || isArguments$1(value))) {
+        // Flatten current level of array or arguments object.
+        if (depth > 1) {
+          flatten$1(value, depth - 1, strict, output);
+          idx = output.length;
+        } else {
+          var j = 0, len = value.length;
+          while (j < len) output[idx++] = value[j++];
+        }
+      } else if (!strict) {
+        output[idx++] = value;
+      }
+    }
+    return output;
+  }
+
+  // Bind a number of an object's methods to that object. Remaining arguments
+  // are the method names to be bound. Useful for ensuring that all callbacks
+  // defined on an object belong to it.
+  var bindAll = restArguments(function(obj, keys) {
+    keys = flatten$1(keys, false, false);
+    var index = keys.length;
+    if (index < 1) throw new Error('bindAll must be passed function names');
+    while (index--) {
+      var key = keys[index];
+      obj[key] = bind(obj[key], obj);
+    }
+    return obj;
+  });
+
+  // Memoize an expensive function by storing its results.
+  function memoize(func, hasher) {
+    var memoize = function(key) {
+      var cache = memoize.cache;
+      var address = '' + (hasher ? hasher.apply(this, arguments) : key);
+      if (!has$1(cache, address)) cache[address] = func.apply(this, arguments);
+      return cache[address];
+    };
+    memoize.cache = {};
+    return memoize;
+  }
+
+  // Delays a function for the given number of milliseconds, and then calls
+  // it with the arguments supplied.
+  var delay = restArguments(function(func, wait, args) {
+    return setTimeout(function() {
+      return func.apply(null, args);
+    }, wait);
+  });
+
+  // Defers a function, scheduling it to run after the current call stack has
+  // cleared.
+  var defer = partial(delay, _$1, 1);
+
+  // Returns a function, that, when invoked, will only be triggered at most once
+  // during a given window of time. Normally, the throttled function will run
+  // as much as it can, without ever going more than once per `wait` duration;
+  // but if you'd like to disable the execution on the leading edge, pass
+  // `{leading: false}`. To disable execution on the trailing edge, ditto.
+  function throttle(func, wait, options) {
+    var timeout, context, args, result;
+    var previous = 0;
+    if (!options) options = {};
+
+    var later = function() {
+      previous = options.leading === false ? 0 : now();
+      timeout = null;
+      result = func.apply(context, args);
+      if (!timeout) context = args = null;
+    };
+
+    var throttled = function() {
+      var _now = now();
+      if (!previous && options.leading === false) previous = _now;
+      var remaining = wait - (_now - previous);
+      context = this;
+      args = arguments;
+      if (remaining <= 0 || remaining > wait) {
+        if (timeout) {
+          clearTimeout(timeout);
+          timeout = null;
+        }
+        previous = _now;
+        result = func.apply(context, args);
+        if (!timeout) context = args = null;
+      } else if (!timeout && options.trailing !== false) {
+        timeout = setTimeout(later, remaining);
+      }
+      return result;
+    };
+
+    throttled.cancel = function() {
+      clearTimeout(timeout);
+      previous = 0;
+      timeout = context = args = null;
+    };
+
+    return throttled;
+  }
+
+  // When a sequence of calls of the returned function ends, the argument
+  // function is triggered. The end of a sequence is defined by the `wait`
+  // parameter. If `immediate` is passed, the argument function will be
+  // triggered at the beginning of the sequence instead of at the end.
+  function debounce(func, wait, immediate) {
+    var timeout, previous, args, result, context;
+
+    var later = function() {
+      var passed = now() - previous;
+      if (wait > passed) {
+        timeout = setTimeout(later, wait - passed);
+      } else {
+        timeout = null;
+        if (!immediate) result = func.apply(context, args);
+        // This check is needed because `func` can recursively invoke `debounced`.
+        if (!timeout) args = context = null;
+      }
+    };
+
+    var debounced = restArguments(function(_args) {
+      context = this;
+      args = _args;
+      previous = now();
+      if (!timeout) {
+        timeout = setTimeout(later, wait);
+        if (immediate) result = func.apply(context, args);
+      }
+      return result;
+    });
+
+    debounced.cancel = function() {
+      clearTimeout(timeout);
+      timeout = args = context = null;
+    };
+
+    return debounced;
+  }
+
+  // Returns the first function passed as an argument to the second,
+  // allowing you to adjust arguments, run code before and after, and
+  // conditionally execute the original function.
+  function wrap(func, wrapper) {
+    return partial(wrapper, func);
+  }
+
+  // Returns a negated version of the passed-in predicate.
+  function negate(predicate) {
+    return function() {
+      return !predicate.apply(this, arguments);
+    };
+  }
+
+  // Returns a function that is the composition of a list of functions, each
+  // consuming the return value of the function that follows.
+  function compose() {
+    var args = arguments;
+    var start = args.length - 1;
+    return function() {
+      var i = start;
+      var result = args[start].apply(this, arguments);
+      while (i--) result = args[i].call(this, result);
+      return result;
+    };
+  }
+
+  // Returns a function that will only be executed on and after the Nth call.
+  function after(times, func) {
+    return function() {
+      if (--times < 1) {
+        return func.apply(this, arguments);
+      }
+    };
+  }
+
+  // Returns a function that will only be executed up to (but not including) the
+  // Nth call.
+  function before(times, func) {
+    var memo;
+    return function() {
+      if (--times > 0) {
+        memo = func.apply(this, arguments);
+      }
+      if (times <= 1) func = null;
+      return memo;
+    };
+  }
+
+  // Returns a function that will be executed at most one time, no matter how
+  // often you call it. Useful for lazy initialization.
+  var once = partial(before, 2);
+
+  // Returns the first key on an object that passes a truth test.
+  function findKey(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = keys(obj), key;
+    for (var i = 0, length = _keys.length; i < length; i++) {
+      key = _keys[i];
+      if (predicate(obj[key], key, obj)) return key;
+    }
+  }
+
+  // Internal function to generate `_.findIndex` and `_.findLastIndex`.
+  function createPredicateIndexFinder(dir) {
+    return function(array, predicate, context) {
+      predicate = cb(predicate, context);
+      var length = getLength(array);
+      var index = dir > 0 ? 0 : length - 1;
+      for (; index >= 0 && index < length; index += dir) {
+        if (predicate(array[index], index, array)) return index;
+      }
+      return -1;
+    };
+  }
+
+  // Returns the first index on an array-like that passes a truth test.
+  var findIndex = createPredicateIndexFinder(1);
+
+  // Returns the last index on an array-like that passes a truth test.
+  var findLastIndex = createPredicateIndexFinder(-1);
+
+  // Use a comparator function to figure out the smallest index at which
+  // an object should be inserted so as to maintain order. Uses binary search.
+  function sortedIndex(array, obj, iteratee, context) {
+    iteratee = cb(iteratee, context, 1);
+    var value = iteratee(obj);
+    var low = 0, high = getLength(array);
+    while (low < high) {
+      var mid = Math.floor((low + high) / 2);
+      if (iteratee(array[mid]) < value) low = mid + 1; else high = mid;
+    }
+    return low;
+  }
+
+  // Internal function to generate the `_.indexOf` and `_.lastIndexOf` functions.
+  function createIndexFinder(dir, predicateFind, sortedIndex) {
+    return function(array, item, idx) {
+      var i = 0, length = getLength(array);
+      if (typeof idx == 'number') {
+        if (dir > 0) {
+          i = idx >= 0 ? idx : Math.max(idx + length, i);
+        } else {
+          length = idx >= 0 ? Math.min(idx + 1, length) : idx + length + 1;
+        }
+      } else if (sortedIndex && idx && length) {
+        idx = sortedIndex(array, item);
+        return array[idx] === item ? idx : -1;
+      }
+      if (item !== item) {
+        idx = predicateFind(slice.call(array, i, length), isNaN$1);
+        return idx >= 0 ? idx + i : -1;
+      }
+      for (idx = dir > 0 ? i : length - 1; idx >= 0 && idx < length; idx += dir) {
+        if (array[idx] === item) return idx;
+      }
+      return -1;
+    };
+  }
+
+  // Return the position of the first occurrence of an item in an array,
+  // or -1 if the item is not included in the array.
+  // If the array is large and already in sort order, pass `true`
+  // for **isSorted** to use binary search.
+  var indexOf = createIndexFinder(1, findIndex, sortedIndex);
+
+  // Return the position of the last occurrence of an item in an array,
+  // or -1 if the item is not included in the array.
+  var lastIndexOf = createIndexFinder(-1, findLastIndex);
+
+  // Return the first value which passes a truth test.
+  function find(obj, predicate, context) {
+    var keyFinder = isArrayLike(obj) ? findIndex : findKey;
+    var key = keyFinder(obj, predicate, context);
+    if (key !== void 0 && key !== -1) return obj[key];
+  }
+
+  // Convenience version of a common use case of `_.find`: getting the first
+  // object containing specific `key:value` pairs.
+  function findWhere(obj, attrs) {
+    return find(obj, matcher(attrs));
+  }
+
+  // The cornerstone for collection functions, an `each`
+  // implementation, aka `forEach`.
+  // Handles raw objects in addition to array-likes. Treats all
+  // sparse array-likes as if they were dense.
+  function each(obj, iteratee, context) {
+    iteratee = optimizeCb(iteratee, context);
+    var i, length;
+    if (isArrayLike(obj)) {
+      for (i = 0, length = obj.length; i < length; i++) {
+        iteratee(obj[i], i, obj);
+      }
+    } else {
+      var _keys = keys(obj);
+      for (i = 0, length = _keys.length; i < length; i++) {
+        iteratee(obj[_keys[i]], _keys[i], obj);
+      }
+    }
+    return obj;
+  }
+
+  // Return the results of applying the iteratee to each element.
+  function map(obj, iteratee, context) {
+    iteratee = cb(iteratee, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length,
+        results = Array(length);
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      results[index] = iteratee(obj[currentKey], currentKey, obj);
+    }
+    return results;
+  }
+
+  // Internal helper to create a reducing function, iterating left or right.
+  function createReduce(dir) {
+    // Wrap code that reassigns argument variables in a separate function than
+    // the one that accesses `arguments.length` to avoid a perf hit. (#1991)
+    var reducer = function(obj, iteratee, memo, initial) {
+      var _keys = !isArrayLike(obj) && keys(obj),
+          length = (_keys || obj).length,
+          index = dir > 0 ? 0 : length - 1;
+      if (!initial) {
+        memo = obj[_keys ? _keys[index] : index];
+        index += dir;
+      }
+      for (; index >= 0 && index < length; index += dir) {
+        var currentKey = _keys ? _keys[index] : index;
+        memo = iteratee(memo, obj[currentKey], currentKey, obj);
+      }
+      return memo;
+    };
+
+    return function(obj, iteratee, memo, context) {
+      var initial = arguments.length >= 3;
+      return reducer(obj, optimizeCb(iteratee, context, 4), memo, initial);
+    };
+  }
+
+  // **Reduce** builds up a single result from a list of values, aka `inject`,
+  // or `foldl`.
+  var reduce = createReduce(1);
+
+  // The right-associative version of reduce, also known as `foldr`.
+  var reduceRight = createReduce(-1);
+
+  // Return all the elements that pass a truth test.
+  function filter(obj, predicate, context) {
+    var results = [];
+    predicate = cb(predicate, context);
+    each(obj, function(value, index, list) {
+      if (predicate(value, index, list)) results.push(value);
+    });
+    return results;
+  }
+
+  // Return all the elements for which a truth test fails.
+  function reject(obj, predicate, context) {
+    return filter(obj, negate(cb(predicate)), context);
+  }
+
+  // Determine whether all of the elements pass a truth test.
+  function every(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      if (!predicate(obj[currentKey], currentKey, obj)) return false;
+    }
+    return true;
+  }
+
+  // Determine if at least one element in the object passes a truth test.
+  function some(obj, predicate, context) {
+    predicate = cb(predicate, context);
+    var _keys = !isArrayLike(obj) && keys(obj),
+        length = (_keys || obj).length;
+    for (var index = 0; index < length; index++) {
+      var currentKey = _keys ? _keys[index] : index;
+      if (predicate(obj[currentKey], currentKey, obj)) return true;
+    }
+    return false;
+  }
+
+  // Determine if the array or object contains a given item (using `===`).
+  function contains(obj, item, fromIndex, guard) {
+    if (!isArrayLike(obj)) obj = values(obj);
+    if (typeof fromIndex != 'number' || guard) fromIndex = 0;
+    return indexOf(obj, item, fromIndex) >= 0;
+  }
+
+  // Invoke a method (with arguments) on every item in a collection.
+  var invoke = restArguments(function(obj, path, args) {
+    var contextPath, func;
+    if (isFunction$1(path)) {
+      func = path;
+    } else {
+      path = toPath(path);
+      contextPath = path.slice(0, -1);
+      path = path[path.length - 1];
+    }
+    return map(obj, function(context) {
+      var method = func;
+      if (!method) {
+        if (contextPath && contextPath.length) {
+          context = deepGet(context, contextPath);
+        }
+        if (context == null) return void 0;
+        method = context[path];
+      }
+      return method == null ? method : method.apply(context, args);
+    });
+  });
+
+  // Convenience version of a common use case of `_.map`: fetching a property.
+  function pluck(obj, key) {
+    return map(obj, property(key));
+  }
+
+  // Convenience version of a common use case of `_.filter`: selecting only
+  // objects containing specific `key:value` pairs.
+  function where(obj, attrs) {
+    return filter(obj, matcher(attrs));
+  }
+
+  // Return the maximum element (or element-based computation).
+  function max(obj, iteratee, context) {
+    var result = -Infinity, lastComputed = -Infinity,
+        value, computed;
+    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
+      obj = isArrayLike(obj) ? obj : values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value != null && value > result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      each(obj, function(v, index, list) {
+        computed = iteratee(v, index, list);
+        if (computed > lastComputed || computed === -Infinity && result === -Infinity) {
+          result = v;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  }
+
+  // Return the minimum element (or element-based computation).
+  function min(obj, iteratee, context) {
+    var result = Infinity, lastComputed = Infinity,
+        value, computed;
+    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
+      obj = isArrayLike(obj) ? obj : values(obj);
+      for (var i = 0, length = obj.length; i < length; i++) {
+        value = obj[i];
+        if (value != null && value < result) {
+          result = value;
+        }
+      }
+    } else {
+      iteratee = cb(iteratee, context);
+      each(obj, function(v, index, list) {
+        computed = iteratee(v, index, list);
+        if (computed < lastComputed || computed === Infinity && result === Infinity) {
+          result = v;
+          lastComputed = computed;
+        }
+      });
+    }
+    return result;
+  }
+
+  // Sample **n** random values from a collection using the modern version of the
+  // [Fisher-Yates shuffle](https://en.wikipedia.org/wiki/Fisher–Yates_shuffle).
+  // If **n** is not specified, returns a single random element.
+  // The internal `guard` argument allows it to work with `_.map`.
+  function sample(obj, n, guard) {
+    if (n == null || guard) {
+      if (!isArrayLike(obj)) obj = values(obj);
+      return obj[random(obj.length - 1)];
+    }
+    var sample = isArrayLike(obj) ? clone(obj) : values(obj);
+    var length = getLength(sample);
+    n = Math.max(Math.min(n, length), 0);
+    var last = length - 1;
+    for (var index = 0; index < n; index++) {
+      var rand = random(index, last);
+      var temp = sample[index];
+      sample[index] = sample[rand];
+      sample[rand] = temp;
+    }
+    return sample.slice(0, n);
+  }
+
+  // Shuffle a collection.
+  function shuffle(obj) {
+    return sample(obj, Infinity);
+  }
+
+  // Sort the object's values by a criterion produced by an iteratee.
+  function sortBy(obj, iteratee, context) {
+    var index = 0;
+    iteratee = cb(iteratee, context);
+    return pluck(map(obj, function(value, key, list) {
+      return {
+        value: value,
+        index: index++,
+        criteria: iteratee(value, key, list)
+      };
+    }).sort(function(left, right) {
+      var a = left.criteria;
+      var b = right.criteria;
+      if (a !== b) {
+        if (a > b || a === void 0) return 1;
+        if (a < b || b === void 0) return -1;
+      }
+      return left.index - right.index;
+    }), 'value');
+  }
+
+  // An internal function used for aggregate "group by" operations.
+  function group(behavior, partition) {
+    return function(obj, iteratee, context) {
+      var result = partition ? [[], []] : {};
+      iteratee = cb(iteratee, context);
+      each(obj, function(value, index) {
+        var key = iteratee(value, index, obj);
+        behavior(result, value, key);
+      });
+      return result;
+    };
+  }
+
+  // Groups the object's values by a criterion. Pass either a string attribute
+  // to group by, or a function that returns the criterion.
+  var groupBy = group(function(result, value, key) {
+    if (has$1(result, key)) result[key].push(value); else result[key] = [value];
+  });
+
+  // Indexes the object's values by a criterion, similar to `_.groupBy`, but for
+  // when you know that your index values will be unique.
+  var indexBy = group(function(result, value, key) {
+    result[key] = value;
+  });
+
+  // Counts instances of an object that group by a certain criterion. Pass
+  // either a string attribute to count by, or a function that returns the
+  // criterion.
+  var countBy = group(function(result, value, key) {
+    if (has$1(result, key)) result[key]++; else result[key] = 1;
+  });
+
+  // Split a collection into two arrays: one whose elements all pass the given
+  // truth test, and one whose elements all do not pass the truth test.
+  var partition = group(function(result, value, pass) {
+    result[pass ? 0 : 1].push(value);
+  }, true);
+
+  // Safely create a real, live array from anything iterable.
+  var reStrSymbol = /[^\ud800-\udfff]|[\ud800-\udbff][\udc00-\udfff]|[\ud800-\udfff]/g;
+  function toArray(obj) {
+    if (!obj) return [];
+    if (isArray(obj)) return slice.call(obj);
+    if (isString(obj)) {
+      // Keep surrogate pair characters together.
+      return obj.match(reStrSymbol);
+    }
+    if (isArrayLike(obj)) return map(obj, identity);
+    return values(obj);
+  }
+
+  // Return the number of elements in a collection.
+  function size(obj) {
+    if (obj == null) return 0;
+    return isArrayLike(obj) ? obj.length : keys(obj).length;
+  }
+
+  // Internal `_.pick` helper function to determine whether `key` is an enumerable
+  // property name of `obj`.
+  function keyInObj(value, key, obj) {
+    return key in obj;
+  }
+
+  // Return a copy of the object only containing the allowed properties.
+  var pick = restArguments(function(obj, keys) {
+    var result = {}, iteratee = keys[0];
+    if (obj == null) return result;
+    if (isFunction$1(iteratee)) {
+      if (keys.length > 1) iteratee = optimizeCb(iteratee, keys[1]);
+      keys = allKeys(obj);
+    } else {
+      iteratee = keyInObj;
+      keys = flatten$1(keys, false, false);
+      obj = Object(obj);
+    }
+    for (var i = 0, length = keys.length; i < length; i++) {
+      var key = keys[i];
+      var value = obj[key];
+      if (iteratee(value, key, obj)) result[key] = value;
+    }
+    return result;
+  });
+
+  // Return a copy of the object without the disallowed properties.
+  var omit = restArguments(function(obj, keys) {
+    var iteratee = keys[0], context;
+    if (isFunction$1(iteratee)) {
+      iteratee = negate(iteratee);
+      if (keys.length > 1) context = keys[1];
+    } else {
+      keys = map(flatten$1(keys, false, false), String);
+      iteratee = function(value, key) {
+        return !contains(keys, key);
+      };
+    }
+    return pick(obj, iteratee, context);
+  });
+
+  // Returns everything but the last entry of the array. Especially useful on
+  // the arguments object. Passing **n** will return all the values in
+  // the array, excluding the last N.
+  function initial(array, n, guard) {
+    return slice.call(array, 0, Math.max(0, array.length - (n == null || guard ? 1 : n)));
+  }
+
+  // Get the first element of an array. Passing **n** will return the first N
+  // values in the array. The **guard** check allows it to work with `_.map`.
+  function first(array, n, guard) {
+    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
+    if (n == null || guard) return array[0];
+    return initial(array, array.length - n);
+  }
+
+  // Returns everything but the first entry of the `array`. Especially useful on
+  // the `arguments` object. Passing an **n** will return the rest N values in the
+  // `array`.
+  function rest(array, n, guard) {
+    return slice.call(array, n == null || guard ? 1 : n);
+  }
+
+  // Get the last element of an array. Passing **n** will return the last N
+  // values in the array.
+  function last(array, n, guard) {
+    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
+    if (n == null || guard) return array[array.length - 1];
+    return rest(array, Math.max(0, array.length - n));
+  }
+
+  // Trim out all falsy values from an array.
+  function compact(array) {
+    return filter(array, Boolean);
+  }
+
+  // Flatten out an array, either recursively (by default), or up to `depth`.
+  // Passing `true` or `false` as `depth` means `1` or `Infinity`, respectively.
+  function flatten(array, depth) {
+    return flatten$1(array, depth, false);
+  }
+
+  // Take the difference between one array and a number of other arrays.
+  // Only the elements present in just the first array will remain.
+  var difference = restArguments(function(array, rest) {
+    rest = flatten$1(rest, true, true);
+    return filter(array, function(value){
+      return !contains(rest, value);
+    });
+  });
+
+  // Return a version of the array that does not contain the specified value(s).
+  var without = restArguments(function(array, otherArrays) {
+    return difference(array, otherArrays);
+  });
+
+  // Produce a duplicate-free version of the array. If the array has already
+  // been sorted, you have the option of using a faster algorithm.
+  // The faster algorithm will not work with an iteratee if the iteratee
+  // is not a one-to-one function, so providing an iteratee will disable
+  // the faster algorithm.
+  function uniq(array, isSorted, iteratee, context) {
+    if (!isBoolean(isSorted)) {
+      context = iteratee;
+      iteratee = isSorted;
+      isSorted = false;
+    }
+    if (iteratee != null) iteratee = cb(iteratee, context);
+    var result = [];
+    var seen = [];
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var value = array[i],
+          computed = iteratee ? iteratee(value, i, array) : value;
+      if (isSorted && !iteratee) {
+        if (!i || seen !== computed) result.push(value);
+        seen = computed;
+      } else if (iteratee) {
+        if (!contains(seen, computed)) {
+          seen.push(computed);
+          result.push(value);
+        }
+      } else if (!contains(result, value)) {
+        result.push(value);
+      }
+    }
+    return result;
+  }
+
+  // Produce an array that contains the union: each distinct element from all of
+  // the passed-in arrays.
+  var union = restArguments(function(arrays) {
+    return uniq(flatten$1(arrays, true, true));
+  });
+
+  // Produce an array that contains every item shared between all the
+  // passed-in arrays.
+  function intersection(array) {
+    var result = [];
+    var argsLength = arguments.length;
+    for (var i = 0, length = getLength(array); i < length; i++) {
+      var item = array[i];
+      if (contains(result, item)) continue;
+      var j;
+      for (j = 1; j < argsLength; j++) {
+        if (!contains(arguments[j], item)) break;
+      }
+      if (j === argsLength) result.push(item);
+    }
+    return result;
+  }
+
+  // Complement of zip. Unzip accepts an array of arrays and groups
+  // each array's elements on shared indices.
+  function unzip(array) {
+    var length = array && max(array, getLength).length || 0;
+    var result = Array(length);
+
+    for (var index = 0; index < length; index++) {
+      result[index] = pluck(array, index);
+    }
+    return result;
+  }
+
+  // Zip together multiple lists into a single array -- elements that share
+  // an index go together.
+  var zip = restArguments(unzip);
+
+  // Converts lists into objects. Pass either a single array of `[key, value]`
+  // pairs, or two parallel arrays of the same length -- one of keys, and one of
+  // the corresponding values. Passing by pairs is the reverse of `_.pairs`.
+  function object(list, values) {
+    var result = {};
+    for (var i = 0, length = getLength(list); i < length; i++) {
+      if (values) {
+        result[list[i]] = values[i];
+      } else {
+        result[list[i][0]] = list[i][1];
+      }
+    }
+    return result;
+  }
+
+  // Generate an integer Array containing an arithmetic progression. A port of
+  // the native Python `range()` function. See
+  // [the Python documentation](https://docs.python.org/library/functions.html#range).
+  function range(start, stop, step) {
+    if (stop == null) {
+      stop = start || 0;
+      start = 0;
+    }
+    if (!step) {
+      step = stop < start ? -1 : 1;
+    }
+
+    var length = Math.max(Math.ceil((stop - start) / step), 0);
+    var range = Array(length);
+
+    for (var idx = 0; idx < length; idx++, start += step) {
+      range[idx] = start;
+    }
+
+    return range;
+  }
+
+  // Chunk a single array into multiple arrays, each containing `count` or fewer
+  // items.
+  function chunk(array, count) {
+    if (count == null || count < 1) return [];
+    var result = [];
+    var i = 0, length = array.length;
+    while (i < length) {
+      result.push(slice.call(array, i, i += count));
+    }
+    return result;
+  }
+
+  // Helper function to continue chaining intermediate results.
+  function chainResult(instance, obj) {
+    return instance._chain ? _$1(obj).chain() : obj;
+  }
+
+  // Add your own custom functions to the Underscore object.
+  function mixin(obj) {
+    each(functions(obj), function(name) {
+      var func = _$1[name] = obj[name];
+      _$1.prototype[name] = function() {
+        var args = [this._wrapped];
+        push.apply(args, arguments);
+        return chainResult(this, func.apply(_$1, args));
+      };
+    });
+    return _$1;
+  }
+
+  // Add all mutator `Array` functions to the wrapper.
+  each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
+    var method = ArrayProto[name];
+    _$1.prototype[name] = function() {
+      var obj = this._wrapped;
+      if (obj != null) {
+        method.apply(obj, arguments);
+        if ((name === 'shift' || name === 'splice') && obj.length === 0) {
+          delete obj[0];
+        }
+      }
+      return chainResult(this, obj);
+    };
+  });
+
+  // Add all accessor `Array` functions to the wrapper.
+  each(['concat', 'join', 'slice'], function(name) {
+    var method = ArrayProto[name];
+    _$1.prototype[name] = function() {
+      var obj = this._wrapped;
+      if (obj != null) obj = method.apply(obj, arguments);
+      return chainResult(this, obj);
+    };
+  });
+
+  // Named Exports
+
+  var allExports = {
+    __proto__: null,
+    VERSION: VERSION,
+    restArguments: restArguments,
+    isObject: isObject,
+    isNull: isNull,
+    isUndefined: isUndefined,
+    isBoolean: isBoolean,
+    isElement: isElement,
+    isString: isString,
+    isNumber: isNumber,
+    isDate: isDate,
+    isRegExp: isRegExp,
+    isError: isError,
+    isSymbol: isSymbol,
+    isArrayBuffer: isArrayBuffer,
+    isDataView: isDataView$1,
+    isArray: isArray,
+    isFunction: isFunction$1,
+    isArguments: isArguments$1,
+    isFinite: isFinite$1,
+    isNaN: isNaN$1,
+    isTypedArray: isTypedArray$1,
+    isEmpty: isEmpty,
+    isMatch: isMatch,
+    isEqual: isEqual,
+    isMap: isMap,
+    isWeakMap: isWeakMap,
+    isSet: isSet,
+    isWeakSet: isWeakSet,
+    keys: keys,
+    allKeys: allKeys,
+    values: values,
+    pairs: pairs,
+    invert: invert,
+    functions: functions,
+    methods: functions,
+    extend: extend,
+    extendOwn: extendOwn,
+    assign: extendOwn,
+    defaults: defaults,
+    create: create,
+    clone: clone,
+    tap: tap,
+    get: get,
+    has: has,
+    mapObject: mapObject,
+    identity: identity,
+    constant: constant,
+    noop: noop,
+    toPath: toPath$1,
+    property: property,
+    propertyOf: propertyOf,
+    matcher: matcher,
+    matches: matcher,
+    times: times,
+    random: random,
+    now: now,
+    escape: _escape,
+    unescape: _unescape,
+    templateSettings: templateSettings,
+    template: template,
+    result: result,
+    uniqueId: uniqueId,
+    chain: chain,
+    iteratee: iteratee,
+    partial: partial,
+    bind: bind,
+    bindAll: bindAll,
+    memoize: memoize,
+    delay: delay,
+    defer: defer,
+    throttle: throttle,
+    debounce: debounce,
+    wrap: wrap,
+    negate: negate,
+    compose: compose,
+    after: after,
+    before: before,
+    once: once,
+    findKey: findKey,
+    findIndex: findIndex,
+    findLastIndex: findLastIndex,
+    sortedIndex: sortedIndex,
+    indexOf: indexOf,
+    lastIndexOf: lastIndexOf,
+    find: find,
+    detect: find,
+    findWhere: findWhere,
+    each: each,
+    forEach: each,
+    map: map,
+    collect: map,
+    reduce: reduce,
+    foldl: reduce,
+    inject: reduce,
+    reduceRight: reduceRight,
+    foldr: reduceRight,
+    filter: filter,
+    select: filter,
+    reject: reject,
+    every: every,
+    all: every,
+    some: some,
+    any: some,
+    contains: contains,
+    includes: contains,
+    include: contains,
+    invoke: invoke,
+    pluck: pluck,
+    where: where,
+    max: max,
+    min: min,
+    shuffle: shuffle,
+    sample: sample,
+    sortBy: sortBy,
+    groupBy: groupBy,
+    indexBy: indexBy,
+    countBy: countBy,
+    partition: partition,
+    toArray: toArray,
+    size: size,
+    pick: pick,
+    omit: omit,
+    first: first,
+    head: first,
+    take: first,
+    initial: initial,
+    last: last,
+    rest: rest,
+    tail: rest,
+    drop: rest,
+    compact: compact,
+    flatten: flatten,
+    without: without,
+    uniq: uniq,
+    unique: uniq,
+    union: union,
+    intersection: intersection,
+    difference: difference,
+    unzip: unzip,
+    transpose: unzip,
+    zip: zip,
+    object: object,
+    range: range,
+    chunk: chunk,
+    mixin: mixin,
+    'default': _$1
+  };
+
+  // Default Export
+
+  // Add all of the Underscore functions to the wrapper object.
+  var _ = mixin(allExports);
+  // Legacy Node.js API.
+  _._ = _;
+
+  return _;
+
+})));
+//# sourceMappingURL=underscore-umd.js.map
diff --git a/develop/_static/underscore.js b/develop/_static/underscore.js
new file mode 100644
index 000000000..cf177d428
--- /dev/null
+++ b/develop/_static/underscore.js
@@ -0,0 +1,6 @@
+!function(n,r){"object"==typeof exports&&"undefined"!=typeof module?module.exports=r():"function"==typeof define&&define.amd?define("underscore",r):(n="undefined"!=typeof globalThis?globalThis:n||self,function(){var t=n._,e=n._=r();e.noConflict=function(){return n._=t,e}}())}(this,(function(){
+//     Underscore.js 1.13.1
+//     https://underscorejs.org
+//     (c) 2009-2021 Jeremy Ashkenas, Julian Gonggrijp, and DocumentCloud and Investigative Reporters & Editors
+//     Underscore may be freely distributed under the MIT license.
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diff --git a/develop/_static/vendor/fontawesome/6.5.2/LICENSE.txt b/develop/_static/vendor/fontawesome/6.1.2/LICENSE.txt
similarity index 98%
rename from develop/_static/vendor/fontawesome/6.5.2/LICENSE.txt
rename to develop/_static/vendor/fontawesome/6.1.2/LICENSE.txt
index e69c5e39a..cc557ece4 100644
--- a/develop/_static/vendor/fontawesome/6.5.2/LICENSE.txt
+++ b/develop/_static/vendor/fontawesome/6.1.2/LICENSE.txt
@@ -23,7 +23,7 @@ as SVG and JS file types.
 In the Font Awesome Free download, the SIL OFL license applies to all icons
 packaged as web and desktop font files.
 
-Copyright (c) 2024 Fonticons, Inc. (https://fontawesome.com)
+Copyright (c) 2022 Fonticons, Inc. (https://fontawesome.com)
 with Reserved Font Name: "Font Awesome".
 
 This Font Software is licensed under the SIL Open Font License, Version 1.1.
@@ -123,7 +123,7 @@ OTHER DEALINGS IN THE FONT SOFTWARE.
 In the Font Awesome Free download, the MIT license applies to all non-font and
 non-icon files.
 
-Copyright 2024 Fonticons, Inc.
+Copyright 2022 Fonticons, Inc.
 
 Permission is hereby granted, free of charge, to any person obtaining a copy of
 this software and associated documentation files (the "Software"), to deal in the
diff --git a/develop/_static/vendor/fontawesome/6.1.2/css/all.min.css b/develop/_static/vendor/fontawesome/6.1.2/css/all.min.css
new file mode 100644
index 000000000..aad4b1d9d
--- /dev/null
+++ b/develop/_static/vendor/fontawesome/6.1.2/css/all.min.css
@@ -0,0 +1,5 @@
+/*!
+ * Font Awesome Free 6.1.2 by @fontawesome - https://fontawesome.com
+ * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)
+ * Copyright 2022 Fonticons, Inc.
+ */.fa{font-family:var(--fa-style-family,"Font Awesome 6 Free");font-weight:var(--fa-style,900)}.fa,.fa-brands,.fa-duotone,.fa-light,.fa-regular,.fa-solid,.fa-thin,.fab,.fad,.fal,.far,.fas,.fat{-moz-osx-font-smoothing:grayscale;-webkit-font-smoothing:antialiased;display:var(--fa-display,inline-block);font-style:normal;font-variant:normal;line-height:1;text-rendering:auto}.fa-1x{font-size:1em}.fa-2x{font-size:2em}.fa-3x{font-size:3em}.fa-4x{font-size:4em}.fa-5x{font-size:5em}.fa-6x{font-size:6em}.fa-7x{font-size:7em}.fa-8x{font-size:8em}.fa-9x{font-size:9em}.fa-10x{font-size:10em}.fa-2xs{font-size:.625em;line-height:.1em;vertical-align:.225em}.fa-xs{font-size:.75em;line-height:.08333em;vertical-align:.125em}.fa-sm{font-size:.875em;line-height:.07143em;vertical-align:.05357em}.fa-lg{font-size:1.25em;line-height:.05em;vertical-align:-.075em}.fa-xl{font-size:1.5em;line-height:.04167em;vertical-align:-.125em}.fa-2xl{font-size:2em;line-height:.03125em;vertical-align:-.1875em}.fa-fw{text-align:center;width:1.25em}.fa-ul{list-style-type:none;margin-left:var(--fa-li-margin,2.5em);padding-left:0}.fa-ul>li{position:relative}.fa-li{left:calc(var(--fa-li-width, 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\ No newline at end of file
diff --git a/develop/_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.ttf b/develop/_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.ttf
new file mode 100644
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diff --git a/develop/_static/vendor/fontawesome/6.5.2/css/all.min.css b/develop/_static/vendor/fontawesome/6.5.2/css/all.min.css
deleted file mode 100644
index 628b2ccdf..000000000
--- a/develop/_static/vendor/fontawesome/6.5.2/css/all.min.css
+++ /dev/null
@@ -1,5 +0,0 @@
-/*!
- * Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com
- * License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License)
- * Copyright 2024 Fonticons, Inc.
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diff --git a/develop/_static/vendor/fontawesome/6.5.2/webfonts/fa-v4compatibility.woff2 b/develop/_static/vendor/fontawesome/6.5.2/webfonts/fa-v4compatibility.woff2
deleted file mode 100644
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diff --git a/develop/_static/webpack-macros.html b/develop/_static/webpack-macros.html
index 72d229f6a..58db7859c 100644
--- a/develop/_static/webpack-macros.html
+++ b/develop/_static/webpack-macros.html
@@ -4,28 +4,27 @@
 -->
 {# Load FontAwesome icons #}
 {% macro head_pre_icons() %}
-  <link href="{{ pathto('_static/vendor/fontawesome/6.5.2/css/all.min.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2', 1) }}" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="{{ pathto('_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2', 1) }}" />
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-<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="{{ pathto('_static/styles/theme.css', 1) }}?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/bootstrap.css', 1) }}?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="{{ pathto('_static/styles/pydata-sphinx-theme.css', 1) }}?digest=e353d410970836974a52" rel="stylesheet" />
 {% endmacro %}
 
 {% macro head_js_preload() %}
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=dfe6caa3a7d634c4db9b" />
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-  <script src="{{ pathto('_static/vendor/fontawesome/6.5.2/js/all.min.js', 1) }}?digest=dfe6caa3a7d634c4db9b"></script>
+  <link rel="preload" as="script" href="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=e353d410970836974a52" />
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 {% macro body_post() %}
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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-<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="{{ pathto('_static/scripts/bootstrap.js', 1) }}?digest=e353d410970836974a52"></script>
+<script src="{{ pathto('_static/scripts/pydata-sphinx-theme.js', 1) }}?digest=e353d410970836974a52"></script>
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\ No newline at end of file
diff --git a/develop/api.html b/develop/api.html
index db6b5ea95..023cf232a 100644
--- a/develop/api.html
+++ b/develop/api.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Developer API &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-  <link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-  <link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=fa44fd50" />
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-    <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+    <link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css" />
   
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-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+    <script src="_static/jquery.js"></script>
+    <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="_static/doctools.js"></script>
+    <script src="_static/sphinx_highlight.js"></script>
+    <script src="_static/clipboard.min.js"></script>
+    <script src="_static/copybutton.js"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api';</script>
     <link rel="canonical" href="/develop/api.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Datasets" href="datasets.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Developer API</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Developer API</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,22 +275,20 @@
 </div>
 
 
-
 <script>
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,17 +315,17 @@ <h1>Developer API</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="developer-api">
-<span id="api"></span><h1>Developer API<a class="headerlink" href="#developer-api" title="Link to this heading">#</a></h1>
+<span id="api"></span><h1>Developer API<a class="headerlink" href="#developer-api" title="Permalink to this heading">#</a></h1>
 <div class="admonition hint">
 <p class="admonition-title">Hint</p>
 <p>Head to our <a class="reference external" href="https://github.com/talmolab/sleap/discussions">discussions page</a> to get help from the SLEAP community.</p>
 </div>
 <div class="toctree-wrapper compound">
 </div>
-<div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
+<table class="autosummary longtable table autosummary">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.instance.html#module-sleap.instance" title="sleap.instance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.instance</span></code></a></p></td>
 <td><p>Data structures for all labeled data contained with a SLEAP project.</p></td>
@@ -385,78 +360,6 @@ <h1>Developer API</h1>
 <tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.info.write_tracking_h5.html#module-sleap.info.write_tracking_h5" title="sleap.info.write_tracking_h5"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.info.write_tracking_h5</span></code></a></p></td>
 <td><p>Generate an HDF5 or CSV file with track occupancy and point location data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.convert.html#module-sleap.io.convert" title="sleap.io.convert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.convert</span></code></a></p></td>
-<td><p>Command line utility for converting between various dataset formats.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.dataset.html#module-sleap.io.dataset" title="sleap.io.dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.dataset</span></code></a></p></td>
-<td><p>A SLEAP dataset collects labeled video frames, together with required metadata.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.legacy.html#module-sleap.io.legacy" title="sleap.io.legacy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.legacy</span></code></a></p></td>
-<td><p>Module for legacy LEAP dataset.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.pathutils.html#module-sleap.io.pathutils" title="sleap.io.pathutils"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.pathutils</span></code></a></p></td>
-<td><p>Utilities for working with file paths.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.video.html#module-sleap.io.video" title="sleap.io.video"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.video</span></code></a></p></td>
-<td><p>Video reading and writing interfaces for different formats.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.videowriter.html#module-sleap.io.videowriter" title="sleap.io.videowriter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.videowriter</span></code></a></p></td>
-<td><p>Module for writing avi/mp4 videos.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.visuals.html#module-sleap.io.visuals" title="sleap.io.visuals"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.visuals</span></code></a></p></td>
-<td><p>Module for generating videos with visual annotation overlays.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.adaptor.html#module-sleap.io.format.adaptor" title="sleap.io.format.adaptor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.adaptor</span></code></a></p></td>
-<td><p>File format adaptor base class.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.alphatracker.html#module-sleap.io.format.alphatracker" title="sleap.io.format.alphatracker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.alphatracker</span></code></a></p></td>
-<td><p>Adaptor for reading AlphaTracker datasets.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.coco.html#module-sleap.io.format.coco" title="sleap.io.format.coco"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.coco</span></code></a></p></td>
-<td><p>Adaptor for reading COCO keypoint detection datasets.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.csv.html#module-sleap.io.format.csv" title="sleap.io.format.csv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.csv</span></code></a></p></td>
-<td><p>Adaptor for writing SLEAP analysis as csv.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.deeplabcut.html#module-sleap.io.format.deeplabcut" title="sleap.io.format.deeplabcut"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.deeplabcut</span></code></a></p></td>
-<td><p>Adaptor for reading DeepLabCut datasets.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.deepposekit.html#module-sleap.io.format.deepposekit" title="sleap.io.format.deepposekit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.deepposekit</span></code></a></p></td>
-<td><p>Adaptor for reading DeepPoseKit datasets (HDF5).</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.dispatch.html#module-sleap.io.format.dispatch" title="sleap.io.format.dispatch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.dispatch</span></code></a></p></td>
-<td><p>Dispatcher for dynamically supporting multiple dataset file formats.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.filehandle.html#module-sleap.io.format.filehandle" title="sleap.io.format.filehandle"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.filehandle</span></code></a></p></td>
-<td><p>File object which can be passed to adaptors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.genericjson.html#module-sleap.io.format.genericjson" title="sleap.io.format.genericjson"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.genericjson</span></code></a></p></td>
-<td><p>Adaptor for reading and writing any generic JSON file.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.hdf5.html#module-sleap.io.format.hdf5" title="sleap.io.format.hdf5"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.hdf5</span></code></a></p></td>
-<td><p>Adaptor for reading/writing SLEAP datasets as HDF5 (including <code class="xref py py-obj docutils literal notranslate"><span class="pre">slp</span></code>).</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.labels_json.html#module-sleap.io.format.labels_json" title="sleap.io.format.labels_json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.labels_json</span></code></a></p></td>
-<td><p>Adaptor for reading/writing old, JSON dataset format (kind of deprecated).</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.leap_matlab.html#module-sleap.io.format.leap_matlab" title="sleap.io.format.leap_matlab"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.leap_matlab</span></code></a></p></td>
-<td><p>Adaptor to read (not write) LEAP MATLAB data files.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.main.html#module-sleap.io.format.main" title="sleap.io.format.main"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.main</span></code></a></p></td>
-<td><p>Read/write for multiple dataset formats.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.ndx_pose.html#module-sleap.io.format.ndx_pose" title="sleap.io.format.ndx_pose"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.ndx_pose</span></code></a></p></td>
-<td><p>Adaptor to read and write ndx-pose files.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.nix.html#module-sleap.io.format.nix" title="sleap.io.format.nix"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.nix</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.sleap_analysis.html#module-sleap.io.format.sleap_analysis" title="sleap.io.format.sleap_analysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.sleap_analysis</span></code></a></p></td>
-<td><p>Adaptor to read and write analysis HDF5 files.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.text.html#module-sleap.io.format.text" title="sleap.io.format.text"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.text</span></code></a></p></td>
-<td><p>Adaptor for reading and writing any generic text file.</p></td>
-</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.callbacks.html#module-sleap.nn.callbacks" title="sleap.nn.callbacks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.callbacks</span></code></a></p></td>
 <td><p>Training-related tf.keras callbacks.</p></td>
 </tr>
@@ -550,6 +453,24 @@ <h1>Developer API</h1>
 <tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.data.utils.html#module-sleap.nn.data.utils" title="sleap.nn.data.utils"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.utils</span></code></a></p></td>
 <td><p>Miscellaneous utility functions for data processing.</p></td>
 </tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.data.html#module-sleap.nn.config.data" title="sleap.nn.config.data"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.data</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.model.html#module-sleap.nn.config.model" title="sleap.nn.config.model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.model</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.optimization.html#module-sleap.nn.config.optimization" title="sleap.nn.config.optimization"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.optimization</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.outputs.html#module-sleap.nn.config.outputs" title="sleap.nn.config.outputs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.outputs</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.training_job.html#module-sleap.nn.config.training_job" title="sleap.nn.config.training_job"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.training_job</span></code></a></p></td>
+<td><p>Serializable configuration classes for specifying all training job parameters.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.utils.html#module-sleap.nn.config.utils" title="sleap.nn.config.utils"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.utils</span></code></a></p></td>
+<td><p>Utilities for config building and validation.</p></td>
+</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.architectures.common.html#module-sleap.nn.architectures.common" title="sleap.nn.architectures.common"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.architectures.common</span></code></a></p></td>
 <td><p>Common utilities for architecture and model building.</p></td>
 </tr>
@@ -577,33 +498,86 @@ <h1>Developer API</h1>
 <tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.architectures.upsampling.html#module-sleap.nn.architectures.upsampling" title="sleap.nn.architectures.upsampling"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.architectures.upsampling</span></code></a></p></td>
 <td><p>This module defines common upsampling layer stack configurations.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.data.html#module-sleap.nn.config.data" title="sleap.nn.config.data"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.data</span></code></a></p></td>
-<td><p></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.tracker.components.html#module-sleap.nn.tracker.components" title="sleap.nn.tracker.components"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracker.components</span></code></a></p></td>
+<td><p>Functions/classes used by multiple trackers.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.model.html#module-sleap.nn.config.model" title="sleap.nn.config.model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.model</span></code></a></p></td>
-<td><p></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.tracker.kalman.html#module-sleap.nn.tracker.kalman" title="sleap.nn.tracker.kalman"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracker.kalman</span></code></a></p></td>
+<td><p>Module to use Kalman filters for tracking instance identities.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.optimization.html#module-sleap.nn.config.optimization" title="sleap.nn.config.optimization"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.optimization</span></code></a></p></td>
-<td><p></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.convert.html#module-sleap.io.convert" title="sleap.io.convert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.convert</span></code></a></p></td>
+<td><p>Command line utility for converting between various dataset formats.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.outputs.html#module-sleap.nn.config.outputs" title="sleap.nn.config.outputs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.outputs</span></code></a></p></td>
-<td><p></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.dataset.html#module-sleap.io.dataset" title="sleap.io.dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.dataset</span></code></a></p></td>
+<td><p>A SLEAP dataset collects labeled video frames, together with required metadata.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.config.training_job.html#module-sleap.nn.config.training_job" title="sleap.nn.config.training_job"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.training_job</span></code></a></p></td>
-<td><p>Serializable configuration classes for specifying all training job parameters.</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.legacy.html#module-sleap.io.legacy" title="sleap.io.legacy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.legacy</span></code></a></p></td>
+<td><p>Module for legacy LEAP dataset.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.config.utils.html#module-sleap.nn.config.utils" title="sleap.nn.config.utils"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.utils</span></code></a></p></td>
-<td><p>Utilities for config building and validation.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.pathutils.html#module-sleap.io.pathutils" title="sleap.io.pathutils"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.pathutils</span></code></a></p></td>
+<td><p>Utilities for working with file paths.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.nn.tracker.components.html#module-sleap.nn.tracker.components" title="sleap.nn.tracker.components"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracker.components</span></code></a></p></td>
-<td><p>Functions/classes used by multiple trackers.</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.video.html#module-sleap.io.video" title="sleap.io.video"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.video</span></code></a></p></td>
+<td><p>Video reading and writing interfaces for different formats.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.nn.tracker.kalman.html#module-sleap.nn.tracker.kalman" title="sleap.nn.tracker.kalman"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracker.kalman</span></code></a></p></td>
-<td><p>Module to use Kalman filters for tracking instance identities.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.videowriter.html#module-sleap.io.videowriter" title="sleap.io.videowriter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.videowriter</span></code></a></p></td>
+<td><p>Module for writing avi/mp4 videos.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.visuals.html#module-sleap.io.visuals" title="sleap.io.visuals"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.visuals</span></code></a></p></td>
+<td><p>Module for generating videos with visual annotation overlays.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.adaptor.html#module-sleap.io.format.adaptor" title="sleap.io.format.adaptor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.adaptor</span></code></a></p></td>
+<td><p>File format adaptor base class.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.alphatracker.html#module-sleap.io.format.alphatracker" title="sleap.io.format.alphatracker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.alphatracker</span></code></a></p></td>
+<td><p>Adaptor for reading AlphaTracker datasets.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.coco.html#module-sleap.io.format.coco" title="sleap.io.format.coco"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.coco</span></code></a></p></td>
+<td><p>Adaptor for reading COCO keypoint detection datasets.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.csv.html#module-sleap.io.format.csv" title="sleap.io.format.csv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.csv</span></code></a></p></td>
+<td><p>Adaptor for writing SLEAP analysis as csv.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.deeplabcut.html#module-sleap.io.format.deeplabcut" title="sleap.io.format.deeplabcut"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.deeplabcut</span></code></a></p></td>
+<td><p>Adaptor for reading DeepLabCut datasets.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.deepposekit.html#module-sleap.io.format.deepposekit" title="sleap.io.format.deepposekit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.deepposekit</span></code></a></p></td>
+<td><p>Adaptor for reading DeepPoseKit datasets (HDF5).</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.dispatch.html#module-sleap.io.format.dispatch" title="sleap.io.format.dispatch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.dispatch</span></code></a></p></td>
+<td><p>Dispatcher for dynamically supporting multiple dataset file formats.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.filehandle.html#module-sleap.io.format.filehandle" title="sleap.io.format.filehandle"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.filehandle</span></code></a></p></td>
+<td><p>File object which can be passed to adaptors.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.genericjson.html#module-sleap.io.format.genericjson" title="sleap.io.format.genericjson"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.genericjson</span></code></a></p></td>
+<td><p>Adaptor for reading and writing any generic JSON file.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.hdf5.html#module-sleap.io.format.hdf5" title="sleap.io.format.hdf5"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.hdf5</span></code></a></p></td>
+<td><p>Adaptor for reading/writing SLEAP datasets as HDF5 (including <code class="xref py py-obj docutils literal notranslate"><span class="pre">slp</span></code>).</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.labels_json.html#module-sleap.io.format.labels_json" title="sleap.io.format.labels_json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.labels_json</span></code></a></p></td>
+<td><p>Adaptor for reading/writing old, JSON dataset format (kind of deprecated).</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.leap_matlab.html#module-sleap.io.format.leap_matlab" title="sleap.io.format.leap_matlab"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.leap_matlab</span></code></a></p></td>
+<td><p>Adaptor to read (not write) LEAP MATLAB data files.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.main.html#module-sleap.io.format.main" title="sleap.io.format.main"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.main</span></code></a></p></td>
+<td><p>Read/write for multiple dataset formats.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.ndx_pose.html#module-sleap.io.format.ndx_pose" title="sleap.io.format.ndx_pose"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.ndx_pose</span></code></a></p></td>
+<td><p>Adaptor to read and write ndx-pose files.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.nix.html#module-sleap.io.format.nix" title="sleap.io.format.nix"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.nix</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="api/sleap.io.format.sleap_analysis.html#module-sleap.io.format.sleap_analysis" title="sleap.io.format.sleap_analysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.sleap_analysis</span></code></a></p></td>
+<td><p>Adaptor to read and write analysis HDF5 files.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="api/sleap.io.format.text.html#module-sleap.io.format.text" title="sleap.io.format.text"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format.text</span></code></a></p></td>
+<td><p>Adaptor for reading and writing any generic text file.</p></td>
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 
 
@@ -612,10 +586,11 @@ <h1>Developer API</h1>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="notebooks/Interactive_and_realtime_inference.html"
@@ -635,7 +610,10 @@ <h1>Developer API</h1>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -658,7 +636,6 @@ <h1>Developer API</h1>
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -685,8 +662,8 @@ <h1>Developer API</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.info.align.html b/develop/api/sleap.info.align.html
index 1c2355e6b..578fb8685 100644
--- a/develop/api/sleap.info.align.html
+++ b/develop/api/sleap.info.align.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.align &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
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+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
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-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.info.align';</script>
     <link rel="canonical" href="/develop/api/sleap.info.align.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -357,10 +330,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.align">
-<span id="sleap-info-align"></span><h1>sleap.info.align<a class="headerlink" href="#module-sleap.info.align" title="Link to this heading">#</a></h1>
+<span id="sleap-info-align"></span><h1>sleap.info.align<a class="headerlink" href="#module-sleap.info.align" title="Permalink to this heading">#</a></h1>
 <p>Functions to align instances.</p>
 <p>Usually you’ll want to</p>
 <ol class="arabic simple">
@@ -385,49 +358,49 @@ <h2> Contents </h2>
 which doesn’t yet have all points).</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.align_instance_points">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instance_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_points_array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_points_array</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L177-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instance_points" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instance_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_points_array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_points_array</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L177-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instance_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Transforms source for best fit on to target.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.align_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotate_on_node_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L91-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotate_on_node_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L91-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Rotates every instance so that line from node_a to node_b aligns.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.align_instances_on_most_stable">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instances_on_most_stable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_stable_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L131-L141"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instances_on_most_stable" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">align_instances_on_most_stable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_stable_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L131-L141"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.align_instances_on_most_stable" title="Permalink to this definition">#</a></dt>
 <dd><p>Gets most stable pair of nodes and aligned instances along these nodes.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.get_instances_points">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_instances_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L212-L214"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_instances_points" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_instances_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L212-L214"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_instances_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns single (instance, node, 2) matrix with points for all instances.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.get_mean_and_std_for_points">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_mean_and_std_for_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">aligned_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L144-L153"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_mean_and_std_for_points" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_mean_and_std_for_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">aligned_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L144-L153"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_mean_and_std_for_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns mean and standard deviation for every node given aligned points.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.get_most_stable_node_pair">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_most_stable_node_pair</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L83-L88"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_most_stable_node_pair" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_most_stable_node_pair</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L83-L88"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_most_stable_node_pair" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns pair of nodes which are at stable distance (over min threshold).</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.get_stable_node_pairs">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_stable_node_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_names</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L36-L80"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_stable_node_pairs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_stable_node_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_points_arrays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_names</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_dist</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L36-L80"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_stable_node_pairs" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns sorted list of node pairs with mean and standard dev distance.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.align.get_template_points_array">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_template_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L217-L225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_template_points_array" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.align.</span></span><span class="sig-name descname"><span class="pre">get_template_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/align.py#L217-L225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.align.get_template_points_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns mean of aligned points for instances.</p>
 </dd></dl>
 
@@ -439,12 +412,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
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@@ -489,7 +465,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -516,8 +491,8 @@ <h2> Contents </h2>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/api/sleap.info.feature_suggestions.html b/develop/api/sleap.info.feature_suggestions.html
index 917b7ca4d..1ef2c678a 100644
--- a/develop/api/sleap.info.feature_suggestions.html
+++ b/develop/api/sleap.info.feature_suggestions.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.feature_suggestions &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.info.feature_suggestions';</script>
     <link rel="canonical" href="/develop/api/sleap.info.feature_suggestions.html" />
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__primary"
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+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
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@@ -127,9 +116,6 @@
   
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-
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
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+</label>
 </div></div>
       
     </div>
@@ -391,19 +364,19 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.feature_suggestions">
-<span id="sleap-info-feature-suggestions"></span><h1>sleap.info.feature_suggestions<a class="headerlink" href="#module-sleap.info.feature_suggestions" title="Link to this heading">#</a></h1>
+<span id="sleap-info-feature-suggestions"></span><h1>sleap.info.feature_suggestions<a class="headerlink" href="#module-sleap.info.feature_suggestions" title="Permalink to this heading">#</a></h1>
 <p>Module for generating lists of frames using frame features, pca, kmeans, etc.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">FrameGroupSet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">group_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupset_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L251-L340"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">FrameGroupSet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">group_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupset_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L252-L340"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for a set of groups of FrameItem objects.</p>
 <p>Each item can have at most one group; each group is represented as an int.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.method">
-<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.method" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.method" title="Permalink to this definition">#</a></dt>
 <dd><p>Label for the method used to generate group set.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -414,7 +387,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.item_group">
-<span class="sig-name descname"><span class="pre">item_group</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.item_group" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">item_group</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.item_group" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary which maps each item to its group.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -425,7 +398,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.group_data">
-<span class="sig-name descname"><span class="pre">group_data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.group_data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">group_data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.group_data" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary of any extra data for each group;
 keys are group ids, values are dictionaries of data.</p>
 <dl class="field-list simple">
@@ -437,7 +410,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.groupset_data">
-<span class="sig-name descname"><span class="pre">groupset_data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.groupset_data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">groupset_data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.groupset_data" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary for any data about the entire set of groups.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -448,37 +421,37 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.all_items">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_items</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.all_items" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_items</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.all_items" title="Permalink to this definition">#</a></dt>
 <dd><p>Gets list of all items.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.append_to_group">
-<span class="sig-name descname"><span class="pre">append_to_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L271-L275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.append_to_group" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">append_to_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L271-L275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.append_to_group" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds item to group.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.extend_group_items">
-<span class="sig-name descname"><span class="pre">extend_group_items</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L277-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.extend_group_items" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">extend_group_items</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">item_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L277-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.extend_group_items" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds all items in list to group.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.get_item_group">
-<span class="sig-name descname"><span class="pre">get_item_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L282-L284"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.get_item_group" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_item_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.info.feature_suggestions.FrameItem" title="sleap.info.feature_suggestions.FrameItem"><span class="pre">FrameItem</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L282-L284"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.get_item_group" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns group that contain item.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.groups">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">groups</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.groups" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">groups</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.groups" title="Permalink to this definition">#</a></dt>
 <dd><p>Iterate over groups, yielding group and list of items.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameGroupSet.sample">
-<span class="sig-name descname"><span class="pre">sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">per_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unique_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L302-L340"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.sample" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">per_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unique_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L302-L340"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameGroupSet.sample" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns new FrameGroupSet with groups sampled from current groups.</p>
 <p>Note that the order of items in the new groups will not match order of
 items in the groups from which samples are drawn.</p>
@@ -500,17 +473,17 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.FrameItem">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">FrameItem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L230-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameItem" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">FrameItem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L231-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.FrameItem" title="Permalink to this definition">#</a></dt>
 <dd><p>Just a simple wrapper for (video, frame_idx), plus method to get image.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">ItemStack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ownership</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">tuple</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">meta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">group_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameGroupSet" title="sleap.info.feature_suggestions.FrameGroupSet"><span class="pre">FrameGroupSet</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L343-L546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">ItemStack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ownership</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">tuple</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">meta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">group_sets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.info.feature_suggestions.FrameGroupSet" title="sleap.info.feature_suggestions.FrameGroupSet"><span class="pre">FrameGroupSet</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L344-L546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack" title="Permalink to this definition">#</a></dt>
 <dd><p>Container for items, each item can “own” one or more rows of data.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.items">
-<span class="sig-name descname"><span class="pre">items</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.items" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">items</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.items" title="Permalink to this definition">#</a></dt>
 <dd><p>The list of items</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -521,30 +494,30 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.data" title="Permalink to this definition">#</a></dt>
 <dd><p>An ndarray with rows of data corresponding to items.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>numpy.ndarray | None</p>
+<dd class="field-odd"><p>Optional[numpy.ndarray]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.ownership">
-<span class="sig-name descname"><span class="pre">ownership</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.ownership" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ownership</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.ownership" title="Permalink to this definition">#</a></dt>
 <dd><p>List which specifies which rows of data correspond to which
 items.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[tuple] | None</p>
+<dd class="field-odd"><p>Optional[List[tuple]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.meta">
-<span class="sig-name descname"><span class="pre">meta</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.meta" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">meta</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.meta" title="Permalink to this definition">#</a></dt>
 <dd><p>List which stores metadata about each operation on stack.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -555,7 +528,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.group_sets">
-<span class="sig-name descname"><span class="pre">group_sets</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.group_sets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">group_sets</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.group_sets" title="Permalink to this definition">#</a></dt>
 <dd><p>List of GroupSets of items.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -566,79 +539,79 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.brisk_bag_of_features">
-<span class="sig-name descname"><span class="pre">brisk_bag_of_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">brisk_threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">40</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L443-L446"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.brisk_bag_of_features" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">brisk_bag_of_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">brisk_threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">40</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L443-L446"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.brisk_bag_of_features" title="Permalink to this definition">#</a></dt>
 <dd><p>Transform data using bag of features based on brisk features.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.current_groupset">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">current_groupset</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.current_groupset" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">current_groupset</span></span><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.current_groupset" title="Permalink to this definition">#</a></dt>
 <dd><p>Gets current (most recent) group set.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.extend_ownership">
-<span class="sig-name descname"><span class="pre">extend_ownership</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ownership</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">row_count</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L396-L404"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.extend_ownership" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">extend_ownership</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ownership</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">row_count</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L396-L404"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.extend_ownership" title="Permalink to this definition">#</a></dt>
 <dd><p>Extends an ownership list with number of rows owned by next item.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.flatten">
-<span class="sig-name descname"><span class="pre">flatten</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L434-L441"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.flatten" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flatten</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L434-L441"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.flatten" title="Permalink to this definition">#</a></dt>
 <dd><p>Flattens each row of data to 1-d array.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.get_all_items_from_group">
-<span class="sig-name descname"><span class="pre">get_all_items_from_group</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L511-L515"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_all_items_from_group" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_all_items_from_group</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L511-L515"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_all_items_from_group" title="Permalink to this definition">#</a></dt>
 <dd><p>Sets items for Stack to all items from current GroupSet.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.get_item_data">
-<span class="sig-name descname"><span class="pre">get_item_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L380-L383"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_item_data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L380-L383"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_item_data" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns rows of data which belong to item.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.get_item_data_idxs">
-<span class="sig-name descname"><span class="pre">get_item_data_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L371-L378"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_item_data_idxs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_item_data_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L371-L378"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_item_data_idxs" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns indexes of rows in data which belong to item.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.get_raw_images">
-<span class="sig-name descname"><span class="pre">get_raw_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L406-L432"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_raw_images" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_raw_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L406-L432"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.get_raw_images" title="Permalink to this definition">#</a></dt>
 <dd><p>Sets data to raw image for each FrameItem.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.hog_bag_of_features">
-<span class="sig-name descname"><span class="pre">hog_bag_of_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">brisk_threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">40</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L448-L451"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.hog_bag_of_features" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">hog_bag_of_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">brisk_threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">40</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vocab_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L448-L451"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.hog_bag_of_features" title="Permalink to this definition">#</a></dt>
 <dd><p>Transforms data into bag of features vector of hog descriptors.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.kmeans">
-<span class="sig-name descname"><span class="pre">kmeans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_clusters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L466-L483"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.kmeans" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">kmeans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_clusters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L466-L483"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.kmeans" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds GroupSet using k-means clustering on data.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.make_sample_group">
-<span class="sig-name descname"><span class="pre">make_sample_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples_per_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stride'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L485-L509"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.make_sample_group" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_sample_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samples_per_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stride'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L485-L509"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.make_sample_group" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds GroupSet by sampling frames from each video.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.pca">
-<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L453-L464"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.pca" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pca</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_components</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L453-L464"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.pca" title="Permalink to this definition">#</a></dt>
 <dd><p>Transforms data by applying PCA.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ItemStack.sample_groups">
-<span class="sig-name descname"><span class="pre">sample_groups</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples_per_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L517-L523"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.sample_groups" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sample_groups</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">samples_per_group</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L517-L523"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ItemStack.sample_groups" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds GroupSet by sampling items from current GroupSet.</p>
 </dd></dl>
 
@@ -646,7 +619,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ParallelFeaturePipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">ParallelFeaturePipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">FeatureSuggestionPipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos_as_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L629-L697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.feature_suggestions.</span></span><span class="sig-name descname"><span class="pre">ParallelFeaturePipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">FeatureSuggestionPipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos_as_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L630-L697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Enables easy per-video pipeline parallelization for feature suggestions.</p>
 <p>Create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureSuggestionPipeline</span></code> with the desired parameters, and
 then call <a class="reference internal" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.run" title="sleap.info.feature_suggestions.ParallelFeaturePipeline.run"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParallelFeaturePipeline.run()</span></code></a> with the pipeline and the list
@@ -655,25 +628,25 @@ <h2> Contents </h2>
 the results back into a single list of <code class="xref py py-obj docutils literal notranslate"><span class="pre">SuggestionFrame</span></code> objects.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ParallelFeaturePipeline.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video_idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L644-L659"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.get" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video_idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L644-L659"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.get" title="Permalink to this definition">#</a></dt>
 <dd><p>Apply pipeline to single video by idx. Can be called in process.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ParallelFeaturePipeline.make">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L661-L665"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.make" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L661-L665"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.make" title="Permalink to this definition">#</a></dt>
 <dd><p>Make class object from pipeline and list of videos.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ParallelFeaturePipeline.run">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L678-L697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.run" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L678-L697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.run" title="Permalink to this definition">#</a></dt>
 <dd><p>Runs pipeline on all videos in parallel and returns suggestions.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.feature_suggestions.ParallelFeaturePipeline.tuples_to_suggestions">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tuples_to_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tuples</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L667-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.tuples_to_suggestions" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tuples_to_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tuples</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/feature_suggestions.py#L667-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.feature_suggestions.ParallelFeaturePipeline.tuples_to_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts serialized data from processes back into SuggestionFrames.</p>
 </dd></dl>
 
@@ -687,12 +660,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -701,7 +678,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -771,7 +747,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -798,8 +773,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.info.labels.html b/develop/api/sleap.info.labels.html
index a7b0886c1..62b58792a 100644
--- a/develop/api/sleap.info.labels.html
+++ b/develop/api/sleap.info.labels.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.labels &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.info.labels';</script>
     <link rel="canonical" href="/develop/api/sleap.info.labels.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,22 +273,20 @@
 </div>
 
 
-
 <script>
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +313,10 @@ <h1>sleap.info.labels</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.labels">
-<span id="sleap-info-labels"></span><h1>sleap.info.labels<a class="headerlink" href="#module-sleap.info.labels" title="Link to this heading">#</a></h1>
+<span id="sleap-info-labels"></span><h1>sleap.info.labels<a class="headerlink" href="#module-sleap.info.labels" title="Permalink to this heading">#</a></h1>
 <p>Command line utility which prints data about labels file.</p>
 </section>
 
@@ -353,12 +326,16 @@ <h1>sleap.info.labels</h1>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -381,7 +358,6 @@ <h1>sleap.info.labels</h1>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -408,8 +384,8 @@ <h1>sleap.info.labels</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.info.metrics.html b/develop/api/sleap.info.metrics.html
index 26811cd57..105e38128 100644
--- a/develop/api/sleap.info.metrics.html
+++ b/develop/api/sleap.info.metrics.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.metrics &#8212; SLEAP (v1.4.1a2)</title>
   
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   <script data-cfasync="false">
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
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     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.info.metrics';</script>
     <link rel="canonical" href="/develop/api/sleap.info.metrics.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
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@@ -359,47 +332,47 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.metrics">
-<span id="sleap-info-metrics"></span><h1>sleap.info.metrics<a class="headerlink" href="#module-sleap.info.metrics" title="Link to this heading">#</a></h1>
+<span id="sleap-info-metrics"></span><h1>sleap.info.metrics<a class="headerlink" href="#module-sleap.info.metrics" title="Permalink to this heading">#</a></h1>
 <p>Module for producing prediction metrics for SLEAP datasets.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.calculate_pairwise_cost">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">calculate_pairwise_cost</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L33-L55"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.calculate_pairwise_cost" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">calculate_pairwise_cost</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L33-L55"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.calculate_pairwise_cost" title="Permalink to this definition">#</a></dt>
 <dd><p>Calculate (a * b) matrix of pairwise costs using cost function.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.compare_instance_lists">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">compare_instance_lists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L211-L222"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.compare_instance_lists" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">compare_instance_lists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L211-L222"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.compare_instance_lists" title="Permalink to this definition">#</a></dt>
 <dd><p>Given two lists of corresponding Instances, returns
 (instances * nodes) matrix of distances between corresponding nodes.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.list_points_array">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">list_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L225-L230"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.list_points_array" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">list_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L225-L230"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.list_points_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Given list of Instances, returns (instances * nodes * 2) matrix.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.match_instance_lists">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">match_instance_lists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L13-L30"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.match_instance_lists" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">match_instance_lists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L13-L30"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.match_instance_lists" title="Permalink to this definition">#</a></dt>
 <dd><p>Sorts two lists of Instances to find best overall correspondence
 for a given cost function (e.g., total distance between points).</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.match_instance_lists_nodewise">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">match_instance_lists_nodewise</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L58-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.match_instance_lists_nodewise" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">match_instance_lists_nodewise</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L58-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.match_instance_lists_nodewise" title="Permalink to this definition">#</a></dt>
 <dd><p>For each node for each instance in the first list, pairs it with the
 closest corresponding node from <em>any</em> instance in the second list.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.matched_instance_distances">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">matched_instance_distances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt:</span> <span class="pre">~sleap.io.dataset.Labels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr:</span> <span class="pre">~sleap.io.dataset.Labels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_lists_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">match_instance_lists_nodewise&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range:</span> <span class="pre">range</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L99-L165"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.matched_instance_distances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">matched_instance_distances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt:</span> <span class="pre">~sleap.io.dataset.Labels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr:</span> <span class="pre">~sleap.io.dataset.Labels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_lists_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">match_instance_lists_nodewise&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range:</span> <span class="pre">~typing.Optional[range]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L99-L165"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.matched_instance_distances" title="Permalink to this definition">#</a></dt>
 <dd><p>Distances between ground truth and predicted nodes over a set of frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -430,26 +403,26 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.nodeless_point_dist">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">nodeless_point_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inst_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L180-L208"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.nodeless_point_dist" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">nodeless_point_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inst_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L180-L208"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.nodeless_point_dist" title="Permalink to this definition">#</a></dt>
 <dd><p>Given two instances, returns array of distances for closest points
 ignoring node identities.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.point_dist">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inst_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L168-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_dist" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_dist</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inst_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inst_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L168-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_dist" title="Permalink to this definition">#</a></dt>
 <dd><p>Given two instances, returns array of distances for corresponding nodes.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.point_match_count">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_match_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist_array</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L233-L235"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_match_count" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_match_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist_array</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L233-L235"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_match_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Given an array of distances, returns number which are &lt;= threshold.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.metrics.point_nonmatch_count">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_nonmatch_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist_array</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L238-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_nonmatch_count" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.metrics.</span></span><span class="sig-name descname"><span class="pre">point_nonmatch_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dist_array</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/metrics.py#L238-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.metrics.point_nonmatch_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Given an array of distances, returns number which are not &lt;= threshold.</p>
 </dd></dl>
 
@@ -461,12 +434,16 @@ <h2> Contents </h2>
 
               
               
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -298,28 +273,26 @@
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@@ -346,6 +319,7 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_point_displacement_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_point_displacement_series()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_point_score_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_point_score_series()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_primary_point_displacement_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_primary_point_displacement_series()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_tracking_score_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_tracking_score_series()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -357,31 +331,31 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.summary">
-<span id="sleap-info-summary"></span><h1>sleap.info.summary<a class="headerlink" href="#module-sleap.info.summary" title="Link to this heading">#</a></h1>
+<span id="sleap-info-summary"></span><h1>sleap.info.summary<a class="headerlink" href="#module-sleap.info.summary" title="Permalink to this heading">#</a></h1>
 <p>Module for getting a series which gives some statistic based on labeling
 data for each frame of some labeled video.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.summary.</span></span><span class="sig-name descname"><span class="pre">StatisticSeries</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L15-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.info.summary.</span></span><span class="sig-name descname"><span class="pre">StatisticSeries</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L16-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries" title="Permalink to this definition">#</a></dt>
 <dd><p>Class to calculate various statistical series for labeled frames.</p>
 <p>Each method returns a series which is a dictionary in which keys
 are frame index and value are some numerical value for the frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>labels</strong> – The <code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code> for which to calculate series.</p>
+<dd class="field-odd"><p><strong>labels</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> for which to calculate series.</p>
 </dd>
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_instance_score_series">
-<span class="sig-name descname"><span class="pre">get_instance_score_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L66-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_instance_score_series" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_instance_score_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L66-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_instance_score_series" title="Permalink to this definition">#</a></dt>
 <dd><p>Get series with statistic of instance scores in each frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>video</strong> – The <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
+<li><p><strong>video</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
 <li><p><strong>reduction</strong> – name of function applied to scores:
 * sum
 * min</p></li>
@@ -395,13 +369,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_point_count_series">
-<span class="sig-name descname"><span class="pre">get_point_count_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L29-L36"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_count_series" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_point_count_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L29-L36"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_count_series" title="Permalink to this definition">#</a></dt>
 <dd><p>Get series with total number of labeled points in each frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_point_displacement_series">
-<span class="sig-name descname"><span class="pre">get_point_displacement_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L87-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_displacement_series" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_point_displacement_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L87-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_displacement_series" title="Permalink to this definition">#</a></dt>
 <dd><p>Get series with statistic of point displacement in each frame.</p>
 <p>Point displacement is the distance between the point location in
 frame and the location of the corresponding point (same node,
@@ -409,7 +383,7 @@ <h2> Contents </h2>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>video</strong> – The <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
+<li><p><strong>video</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
 <li><p><strong>reduction</strong> – name of function applied to point scores:
 * sum
 * mean
@@ -424,12 +398,12 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_point_score_series">
-<span class="sig-name descname"><span class="pre">get_point_score_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L38-L64"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_score_series" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_point_score_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'sum'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L38-L64"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_point_score_series" title="Permalink to this definition">#</a></dt>
 <dd><p>Get series with statistic of point scores in each frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>video</strong> – The <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
+<li><p><strong>video</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
 <li><p><strong>reduction</strong> – name of function applied to scores:
 * sum
 * min</p></li>
@@ -443,12 +417,12 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_primary_point_displacement_series">
-<span class="sig-name descname"><span class="pre">get_primary_point_displacement_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primary_node</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L117-L196"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_primary_point_displacement_series" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_primary_point_displacement_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primary_node</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L117-L196"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_primary_point_displacement_series" title="Permalink to this definition">#</a></dt>
 <dd><p>Get sum of displacement for single node of each instance per frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>video</strong> – The <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
+<li><p><strong>video</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
 <li><p><strong>reduction</strong> – name of function applied to point scores:
 * sum
 * mean
@@ -464,6 +438,25 @@ <h2> Contents </h2>
 </dl>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="sleap.info.summary.StatisticSeries.get_tracking_score_series">
+<span class="sig-name descname"><span class="pre">get_tracking_score_series</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'min'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/summary.py#L250-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.summary.StatisticSeries.get_tracking_score_series" title="Permalink to this definition">#</a></dt>
+<dd><p>Get series with statistic of tracking scores in each frame.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>video</strong> – The <code class="xref py py-obj docutils literal notranslate"><span class="pre">Video</span></code> for which to calculate statistic.</p></li>
+<li><p><strong>reduction</strong> – name of function applied to scores:
+* mean
+* min</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The series dictionary (see class docs for details)</p>
+</dd>
+</dl>
+</dd></dl>
+
 </dd></dl>
 
 </section>
@@ -474,12 +467,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -488,7 +485,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -501,6 +497,7 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_point_displacement_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_point_displacement_series()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_point_score_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_point_score_series()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_primary_point_displacement_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_primary_point_displacement_series()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.info.summary.StatisticSeries.get_tracking_score_series"><code class="docutils literal notranslate"><span class="pre">StatisticSeries.get_tracking_score_series()</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -524,7 +521,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -551,8 +547,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.info.trackcleaner.html b/develop/api/sleap.info.trackcleaner.html
index ab28362a4..4897cb4f7 100644
--- a/develop/api/sleap.info.trackcleaner.html
+++ b/develop/api/sleap.info.trackcleaner.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.trackcleaner &#8212; SLEAP (v1.4.1a2)</title>
   
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+
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+    <script src="../_static/jquery.js"></script>
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     <link rel="canonical" href="/develop/api/sleap.info.trackcleaner.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
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-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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-      
-        
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -350,10 +323,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.trackcleaner">
-<span id="sleap-info-trackcleaner"></span><h1>sleap.info.trackcleaner<a class="headerlink" href="#module-sleap.info.trackcleaner" title="Link to this heading">#</a></h1>
+<span id="sleap-info-trackcleaner"></span><h1>sleap.info.trackcleaner<a class="headerlink" href="#module-sleap.info.trackcleaner" title="Permalink to this heading">#</a></h1>
 <p>CLI for TrackCleaner (mostly deprecated).</p>
 <p>This runs the track cleaner to (i) cull instances and (ii) connect track breaks
 in predictions which have already been tracked.</p>
@@ -363,7 +336,7 @@ <h2> Contents </h2>
 it will be better to use the <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap-track</span></code> CLI.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.trackcleaner.fit_tracks">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.trackcleaner.</span></span><span class="sig-name descname"><span class="pre">fit_tracks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/trackcleaner.py#L20-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.trackcleaner.fit_tracks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.trackcleaner.</span></span><span class="sig-name descname"><span class="pre">fit_tracks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/trackcleaner.py#L20-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.trackcleaner.fit_tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>Wraps <code class="xref py py-obj docutils literal notranslate"><span class="pre">TrackCleaner</span></code> for easier cli api.</p>
 </dd></dl>
 
@@ -375,12 +348,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
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             </div>
@@ -389,7 +366,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -418,7 +394,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -445,8 +420,8 @@ <h2> Contents </h2>
   </div>
   
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-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/api/sleap.info.write_tracking_h5.html b/develop/api/sleap.info.write_tracking_h5.html
index 5fadbccec..95255fd64 100644
--- a/develop/api/sleap.info.write_tracking_h5.html
+++ b/develop/api/sleap.info.write_tracking_h5.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.info.write_tracking_h5 &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
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@@ -59,23 +62,19 @@
 
   
   
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
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 </form></div>
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -298,28 +273,26 @@
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@@ -357,10 +330,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.info.write_tracking_h5">
-<span id="sleap-info-write-tracking-h5"></span><h1>sleap.info.write_tracking_h5<a class="headerlink" href="#module-sleap.info.write_tracking_h5" title="Link to this heading">#</a></h1>
+<span id="sleap-info-write-tracking-h5"></span><h1>sleap.info.write_tracking_h5<a class="headerlink" href="#module-sleap.info.write_tracking_h5" title="Permalink to this heading">#</a></h1>
 <p>Generate an HDF5 or CSV file with track occupancy and point location data.</p>
 <p>Ignores tracks that are entirely empty. By default will also ignore
 empty frames from the beginning and end of video, although
@@ -385,19 +358,19 @@ <h2> Contents </h2>
 <p>Note: the datasets are stored column-major as expected by MATLAB.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.get_edges_as_np_strings">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_edges_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L51-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_edges_as_np_strings" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_edges_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L51-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_edges_as_np_strings" title="Permalink to this definition">#</a></dt>
 <dd><p>Get list of edge names as <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.string_</span></code>.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.get_nodes_as_np_strings">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_nodes_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L46-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_nodes_as_np_strings" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_nodes_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L46-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_nodes_as_np_strings" title="Permalink to this definition">#</a></dt>
 <dd><p>Get list of node names as <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.string_</span></code>.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.get_occupancy_and_points_matrices">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_occupancy_and_points_matrices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L59-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_occupancy_and_points_matrices" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_occupancy_and_points_matrices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L59-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_occupancy_and_points_matrices" title="Permalink to this definition">#</a></dt>
 <dd><p>Builds numpy matrices with track occupancy and point location data.</p>
 <p>Note: This function assumes either all instances have tracks or no instances have
 tracks.</p>
@@ -432,13 +405,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.get_tracks_as_np_strings">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_tracks_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L41-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_tracks_as_np_strings" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">get_tracks_as_np_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">bytes_</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L41-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.get_tracks_as_np_strings" title="Permalink to this definition">#</a></dt>
 <dd><p>Get list of track names as <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.string_</span></code>.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.main">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L354-L440"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.main" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L354-L440"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.main" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes HDF5 file with matrices of track occupancy and coordinates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -464,7 +437,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.remove_empty_tracks_from_matrices">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">remove_empty_tracks_from_matrices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">occupancy_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">locations_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L194-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.remove_empty_tracks_from_matrices" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">remove_empty_tracks_from_matrices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">occupancy_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">locations_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L194-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.remove_empty_tracks_from_matrices" title="Permalink to this definition">#</a></dt>
 <dd><p>Removes matrix rows/columns for unoccupied tracks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -486,7 +459,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.write_csv_file">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">write_csv_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L290-L351"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.write_csv_file" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">write_csv_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L290-L351"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.write_csv_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Write CSV file with data from given dictionary.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -504,7 +477,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.info.write_tracking_h5.write_occupancy_file">
-<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">write_occupancy_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transpose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L243-L287"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.write_occupancy_file" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.info.write_tracking_h5.</span></span><span class="sig-name descname"><span class="pre">write_occupancy_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transpose</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/info/write_tracking_h5.py#L243-L287"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.info.write_tracking_h5.write_occupancy_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Write HDF5 file with data from given dictionary.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -532,12 +505,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -546,7 +523,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -582,7 +558,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -609,8 +584,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.instance.html b/develop/api/sleap.instance.html
index 8c082085e..5348d4917 100644
--- a/develop/api/sleap.instance.html
+++ b/develop/api/sleap.instance.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.instance &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
-
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
+
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
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-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.instance';</script>
     <link rel="canonical" href="/develop/api/sleap.instance.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -400,6 +373,7 @@ <h2> Contents </h2>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point"><code class="docutils literal notranslate"><span class="pre">Point</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.dtype"><code class="docutils literal notranslate"><span class="pre">Point.dtype</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.isnan"><code class="docutils literal notranslate"><span class="pre">Point.isnan()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.numpy"><code class="docutils literal notranslate"><span class="pre">Point.numpy()</span></code></a></li>
 </ul>
@@ -419,6 +393,7 @@ <h2> Contents </h2>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint"><code class="docutils literal notranslate"><span class="pre">PredictedPoint</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint.dtype"><code class="docutils literal notranslate"><span class="pre">PredictedPoint.dtype</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint.from_point"><code class="docutils literal notranslate"><span class="pre">PredictedPoint.from_point()</span></code></a></li>
 </ul>
 </li>
@@ -440,10 +415,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.instance">
-<span id="sleap-instance"></span><h1>sleap.instance<a class="headerlink" href="#module-sleap.instance" title="Link to this heading">#</a></h1>
+<span id="sleap-instance"></span><h1>sleap.instance<a class="headerlink" href="#module-sleap.instance" title="Permalink to this heading">#</a></h1>
 <p>Data structures for all labeled data contained with a SLEAP project.</p>
 <p>The relationships between objects in this module:</p>
 <ul class="simple">
@@ -459,7 +434,7 @@ <h2> Contents </h2>
 </ul>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.Instance">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_predicted</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L343-L991"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_predicted</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L344-L991"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance" title="Permalink to this definition">#</a></dt>
 <dd><p>This class represents a labeled instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -481,13 +456,13 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.bounding_box">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">bounding_box</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.bounding_box" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">bounding_box</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.bounding_box" title="Permalink to this definition">#</a></dt>
 <dd><p>Return bounding box containing all points in <code class="xref py py-obj docutils literal notranslate"><span class="pre">[y1,</span> <span class="pre">x1,</span> <span class="pre">y2,</span> <span class="pre">x2]</span></code> format.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.centroid">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">centroid</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.centroid" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">centroid</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.centroid" title="Permalink to this definition">#</a></dt>
 <dd><p>Return instance centroid as an array of <code class="xref py py-obj docutils literal notranslate"><span class="pre">(x,</span> <span class="pre">y)</span></code> coordinates</p>
 <div class="admonition-notes admonition">
 <p class="admonition-title">Notes</p>
@@ -497,7 +472,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.fill_missing">
-<span class="sig-name descname"><span class="pre">fill_missing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L789-L819"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.fill_missing" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">fill_missing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L789-L819"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.fill_missing" title="Permalink to this definition">#</a></dt>
 <dd><p>Add points for skeleton nodes that are missing in the instance.</p>
 <p>This is useful when modifying the skeleton so the nodes appears in the GUI.</p>
 <dl class="field-list simple">
@@ -512,13 +487,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.frame_idx">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#sleap.instance.Instance.frame_idx" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.frame_idx" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the index of the labeled frame this instance is associated with.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.from_numpy">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L949-L969"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.from_numpy" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L949-L969"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.from_numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance from a numpy array.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -543,7 +518,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.from_pointsarray">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pointsarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L923-L947"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.from_pointsarray" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pointsarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L923-L947"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.from_pointsarray" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance from an array of points.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -564,7 +539,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.get_points_array">
-<span class="sig-name descname"><span class="pre">get_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invisible_as_nan</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">recarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L745-L787"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.get_points_array" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_points_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invisible_as_nan</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">recarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L745-L787"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.get_points_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the instance’s points in array form.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -584,7 +559,7 @@ <h2> Contents </h2>
 nodes. Any skeleton node not defined will have NaNs present.</p>
 <p>Columns in recarray are accessed by name, e.g., [“x”], [“y”].</p>
 <p>Columns in ndarray are accessed by number. The order matches
-the order in <code class="xref py py-obj docutils literal notranslate"><span class="pre">Point.dtype</span></code> or <code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedPoint.dtype</span></code>.</p>
+the order in <a class="reference internal" href="#sleap.instance.Point.dtype" title="sleap.instance.Point.dtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Point.dtype</span></code></a> or <a class="reference internal" href="#sleap.instance.PredictedPoint.dtype" title="sleap.instance.PredictedPoint.dtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedPoint.dtype</span></code></a>.</p>
 </p>
 </dd>
 </dl>
@@ -592,7 +567,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L669-L699"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L669-L699"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether two instances match by value.</p>
 <p>Checks the types, points, track, and frame index.</p>
 <dl class="field-list simple">
@@ -607,31 +582,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.midpoint">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">midpoint</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.midpoint" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">midpoint</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.midpoint" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the center of the bounding box of the instance points.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.n_visible_points">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_visible_points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.Instance.n_visible_points" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_visible_points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.Instance.n_visible_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of visible points in this instance.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.nodes">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.nodes" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Return nodes that have been labelled for this instance.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.nodes_points">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes_points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.nodes_points" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes_points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.nodes_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of (node, point) tuples for all labeled points.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.numpy">
-<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L833-L843"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.numpy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L833-L843"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the instance node coordinates as a numpy array.</p>
 <p>Alias for <a class="reference internal" href="#sleap.instance.Instance.points_array" title="sleap.instance.Instance.points_array"><code class="xref py py-obj docutils literal notranslate"><span class="pre">points_array</span></code></a>.</p>
 <dl class="field-list simple">
@@ -645,13 +620,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.points">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.points" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.points" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a tuple of labelled points, in the order they were labelled.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.points_array">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points_array</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.points_array" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points_array</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.Instance.points_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Return array of x and y coordinates for visible points.</p>
 <p>Row in array corresponds to order of points in skeleton. Invisible points will
 be denoted by NaNs.</p>
@@ -664,7 +639,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Instance.transform_points">
-<span class="sig-name descname"><span class="pre">transform_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transformation_matrix</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L845-L864"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.transform_points" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transformation_matrix</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L845-L864"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Instance.transform_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Apply affine transformation matrix to points in the instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -676,7 +651,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.Instance.video">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#sleap.instance.Instance.video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.Instance.video" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the video of the labeled frame this instance is associated with.</p>
 </dd></dl>
 
@@ -684,12 +659,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">InstancesList</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labeled_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1286-L1404"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">InstancesList</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labeled_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1307-L1425"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <code class="xref py py-obj docutils literal notranslate"><span class="pre">Instance`s</span> <span class="pre">associated</span> <span class="pre">with</span> <span class="pre">a</span> <span class="pre">`LabeledFrame</span></code>.</p>
 <p>This class should only be used for the <a class="reference internal" href="#sleap.instance.LabeledFrame.instances" title="sleap.instance.LabeledFrame.instances"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabeledFrame.instances</span></code></a> attribute.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.append">
-<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1327-L1340"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.append" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1348-L1361"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.append" title="Permalink to this definition">#</a></dt>
 <dd><p>Append an <a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Instance</span></code></a> or <a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedInstance</span></code></a> to the list, setting the frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -700,20 +675,20 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.clear">
-<span class="sig-name descname"><span class="pre">clear</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1393-L1397"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.clear" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">clear</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1414-L1418"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.clear" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove all instances from list, setting instance.frame to None.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.copy">
-<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1399-L1404"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.copy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1420-L1425"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.copy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a shallow copy of the list of instances as a list.</p>
 <p>Note: This will not return an <a class="reference internal" href="#sleap.instance.InstancesList" title="sleap.instance.InstancesList"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InstancesList</span></code></a> object, but a normal list.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.extend">
-<span class="sig-name descname"><span class="pre">extend</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1342-L1353"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.extend" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">extend</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1363-L1374"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.extend" title="Permalink to this definition">#</a></dt>
 <dd><p>Extend the list with a list of <a href="#id1"><span class="problematic" id="id2">`</span></a>Instance`s or <a href="#id3"><span class="problematic" id="id4">`</span></a>PredictedInstance`s.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -728,25 +703,25 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.insert">
-<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1364-L1366"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.insert" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1385-L1387"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.insert" title="Permalink to this definition">#</a></dt>
 <dd><p>Insert object before index.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.labeled_frame">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">labeled_frame</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></em><a class="headerlink" href="#sleap.instance.InstancesList.labeled_frame" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">labeled_frame</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></em><a class="headerlink" href="#sleap.instance.InstancesList.labeled_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the <a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabeledFrame</span></code></a> associated with this list of instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.pop">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1381-L1386"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.pop" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1402-L1407"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.pop" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove and return instance at index, setting instance.frame to None.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.InstancesList.remove">
-<span class="sig-name descname"><span class="pre">remove</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1388-L1391"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.remove" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1409-L1412"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.InstancesList.remove" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove instance from list, setting instance.frame to None.</p>
 </dd></dl>
 
@@ -754,7 +729,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">LabeledFrame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.InstancesList" title="sleap.instance.InstancesList"><span class="pre">InstancesList</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1407-L1920"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">LabeledFrame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.InstancesList" title="sleap.instance.InstancesList"><span class="pre">InstancesList</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1429-L1941"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame" title="Permalink to this definition">#</a></dt>
 <dd><p>Holds labeled data for a single frame of a video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -767,7 +742,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.complex_frame_merge">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_frame_merge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1780-L1872"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.complex_frame_merge" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_frame_merge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1801-L1893"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.complex_frame_merge" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge two frames, return conflicts if any.</p>
 <p>A conflict occurs when
 * each frame has Instances which don’t perfectly match those</p>
@@ -801,7 +776,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.complex_merge_between">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_merge_between</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1727-L1778"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.complex_merge_between" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_merge_between</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1748-L1799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.complex_merge_between" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge data from new frames into a <code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code> object.</p>
 <p>Everything that can be merged cleanly is merged, any conflicts
 are returned.</p>
@@ -834,7 +809,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.find">
-<span class="sig-name descname"><span class="pre">find</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1481-L1500"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.find" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1502-L1521"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.find" title="Permalink to this definition">#</a></dt>
 <dd><p>Retrieve instances (if any) matching specifications.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -853,37 +828,37 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.has_predicted_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_predicted_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_predicted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the frame contains any predicted instances.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.has_tracked_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_tracked_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_tracked_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the frame contains any predicted instances with tracks.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.has_user_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_user_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.has_user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the frame contains any user instances.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.image">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">image</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.image" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">image</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.image" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the image for this frame of shape (height, width, channels).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.index">
-<span class="sig-name descname"><span class="pre">index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1439-L1441"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.index" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1460-L1462"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.index" title="Permalink to this definition">#</a></dt>
 <dd><p>Return index of given <a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><code class="xref py py-class docutils literal notranslate"><span class="pre">Instance</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.insert">
-<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1456-L1467"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.insert" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1477-L1488"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.insert" title="Permalink to this definition">#</a></dt>
 <dd><p>Add instance to frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -901,13 +876,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of all instances associated with this frame.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.instances_to_show">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">instances_to_show</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.instances_to_show" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">instances_to_show</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.instances_to_show" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of instances to show in GUI for this frame.</p>
 <p>This list will not include any predicted instances for which
 there’s a corresponding regular instance.</p>
@@ -920,7 +895,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.merge_frames">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">merge_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labeled_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">remove_redundant</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1679-L1725"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.merge_frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">merge_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labeled_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">remove_redundant</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1700-L1746"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.merge_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return merged LabeledFrames for same video and frame index.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -941,31 +916,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.n_predicted_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_predicted_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_predicted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of predicted instances in the frame.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.n_tracked_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_tracked_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_tracked_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of predicted instances with tracks in the frame.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.n_user_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_user_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.n_user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of user instances in the frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.numpy">
-<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1879-L1884"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.numpy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1900-L1905"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the instances as an array of shape (instances, nodes, 2).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.plot">
-<span class="sig-name descname"><span class="pre">plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1886-L1900"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.plot" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1907-L1921"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.plot" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot the frame with all instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -985,7 +960,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.plot_predicted">
-<span class="sig-name descname"><span class="pre">plot_predicted</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1902-L1920"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.plot_predicted" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plot_predicted</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1923-L1941"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.plot_predicted" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot the frame with all predicted instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1005,37 +980,37 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.predicted_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.predicted_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.predicted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of predicted instances associated with frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.remove_empty_instances">
-<span class="sig-name descname"><span class="pre">remove_empty_instances</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1614-L1616"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.remove_empty_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_empty_instances</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1635-L1637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.remove_empty_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove instances with no visible nodes from the labeled frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.remove_untracked">
-<span class="sig-name descname"><span class="pre">remove_untracked</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1559-L1561"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.remove_untracked" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_untracked</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1580-L1582"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.LabeledFrame.remove_untracked" title="Permalink to this definition">#</a></dt>
 <dd><p>Removes any instances without a track assignment.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.tracked_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.tracked_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tracked_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.tracked_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of predicted instances with tracks associated with frame.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.training_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">training_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.training_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">training_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.training_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of user instances with points for training.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.unused_predictions">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unused_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.unused_predictions" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unused_predictions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.unused_predictions" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of “unused” <a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><code class="xref py py-class docutils literal notranslate"><span class="pre">PredictedInstance</span></code></a> objects in frame.</p>
 <p>This is all the <a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><code class="xref py py-class docutils literal notranslate"><span class="pre">PredictedInstance</span></code></a> objects which do not have
 a corresponding <a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><code class="xref py py-class docutils literal notranslate"><span class="pre">Instance</span></code></a> in the same track in frame.</p>
@@ -1043,7 +1018,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.LabeledFrame.user_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.user_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.instance.LabeledFrame.user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of user instances associated with this frame.</p>
 </dd></dl>
 
@@ -1051,7 +1026,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.Point">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Point</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visible</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">complete</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L37-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Point</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visible</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">complete</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L37-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point" title="Permalink to this definition">#</a></dt>
 <dd><p>A labelled point and any metadata associated with it.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1063,9 +1038,14 @@ <h2> Contents </h2>
 </ul>
 </dd>
 </dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="sleap.instance.Point.dtype">
+<span class="sig-name descname"><span class="pre">dtype</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">dtype([('x',</span> <span class="pre">'&lt;f8'),</span> <span class="pre">('y',</span> <span class="pre">'&lt;f8'),</span> <span class="pre">('visible',</span> <span class="pre">'?'),</span> <span class="pre">('complete',</span> <span class="pre">'?')])</span></em><a class="headerlink" href="#sleap.instance.Point.dtype" title="Permalink to this definition">#</a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Point.isnan">
-<span class="sig-name descname"><span class="pre">isnan</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L79-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point.isnan" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">isnan</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L79-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point.isnan" title="Permalink to this definition">#</a></dt>
 <dd><p>Are either of the coordinates a NaN value.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1076,7 +1056,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.Point.numpy">
-<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L88-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point.numpy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L88-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Point.numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the point as a numpy array.</p>
 </dd></dl>
 
@@ -1084,12 +1064,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.PointArray">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PointArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buf</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">formats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">titles</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">byteorder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aligned</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L166-L279"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PointArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buf</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">formats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">titles</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">byteorder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aligned</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L166-L279"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray" title="Permalink to this definition">#</a></dt>
 <dd><p>PointArray is a sub-class of numpy recarray which stores
 Point objects as records.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PointArray.from_array">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L257-L279"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray.from_array" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L257-L279"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray.from_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts a <a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><code class="xref py py-class docutils literal notranslate"><span class="pre">PointArray</span></code></a> (or child) to a new instance.</p>
 <p>This will convert an object to the same type as itself,
 so a <a class="reference internal" href="#sleap.instance.PredictedPointArray" title="sleap.instance.PredictedPointArray"><code class="xref py py-class docutils literal notranslate"><span class="pre">PredictedPointArray</span></code></a> will result in the same.</p>
@@ -1107,7 +1087,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PointArray.make_default">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_default</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L220-L237"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray.make_default" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_default</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L220-L237"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PointArray.make_default" title="Permalink to this definition">#</a></dt>
 <dd><p>Construct a point array where points are all set to default.</p>
 <p>The constructed <a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><code class="xref py py-class docutils literal notranslate"><span class="pre">PointArray</span></code></a> will have specified size
 and each value in the array is assigned the default values for
@@ -1126,7 +1106,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedInstance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_predicted</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L994-L1177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedInstance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_predicted</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L995-L1198"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance" title="Permalink to this definition">#</a></dt>
 <dd><p>A predicted instance is an output of the inference procedure.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1138,7 +1118,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.from_arrays">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_arrays</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1075-L1117"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_arrays" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_arrays</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1079-L1124"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_arrays" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a predicted instance from data arrays.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1153,6 +1133,7 @@ <h2> Contents </h2>
 <li><p><strong>skeleton</strong> – A sleap.Skeleton instance with n_nodes nodes to associate with the
 predicted instance.</p></li>
 <li><p><strong>track</strong> – Optional <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Track</span></code> to associate with the instance.</p></li>
+<li><p><strong>tracking_score</strong> – Optional float representing the track matching score.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1163,7 +1144,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.from_instance">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1051-L1073"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_instance" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1051-L1077"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedInstance</span></code></a> from an <a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Instance</span></code></a>.</p>
 <p>The fields are copied in a shallow manner with the exception of points. For each
 point in the instance a <a class="reference internal" href="#sleap.instance.PredictedPoint" title="sleap.instance.PredictedPoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedPoint</span></code></a> is created with score set to default
@@ -1173,6 +1154,7 @@ <h2> Contents </h2>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>instance</strong> – The <a class="reference internal" href="#sleap.instance.Instance" title="sleap.instance.Instance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Instance</span></code></a> object to shallow copy data from.</p></li>
 <li><p><strong>score</strong> – The score for this instance.</p></li>
+<li><p><strong>tracking_score</strong> – The tracking score for this instance.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1183,7 +1165,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.from_numpy">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1149-L1177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_numpy" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1163-L1198"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a predicted instance from data arrays.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1198,6 +1180,7 @@ <h2> Contents </h2>
 <li><p><strong>skeleton</strong> – A sleap.Skeleton instance with n_nodes nodes to associate with the
 predicted instance.</p></li>
 <li><p><strong>track</strong> – Optional <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Track</span></code> to associate with the instance.</p></li>
+<li><p><strong>tracking_score</strong> – Optional float representing the track matching score.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1208,7 +1191,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.from_pointsarray">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pointsarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1119-L1147"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_pointsarray" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pointsarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">point_confidences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracking_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1126-L1161"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedInstance.from_pointsarray" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a predicted instance from data arrays.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1223,6 +1206,7 @@ <h2> Contents </h2>
 <li><p><strong>skeleton</strong> – A sleap.Skeleton instance with n_nodes nodes to associate with the
 predicted instance.</p></li>
 <li><p><strong>track</strong> – Optional <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Track</span></code> to associate with the instance.</p></li>
+<li><p><strong>tracking_score</strong> – Optional float representing the track matching score.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1233,7 +1217,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.points_and_scores_array">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points_and_scores_array</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.PredictedInstance.points_and_scores_array" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points_and_scores_array</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.PredictedInstance.points_and_scores_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the instance points and scores as an array.</p>
 <p>This will be a <code class="xref py py-obj docutils literal notranslate"><span class="pre">(n_nodes,</span> <span class="pre">3)</span></code> array of <code class="xref py py-obj docutils literal notranslate"><span class="pre">(x,</span> <span class="pre">y,</span> <span class="pre">score)</span></code> for each predicted point.</p>
 <p>Rows in the array correspond to the order of points in skeleton. Invisible
@@ -1242,7 +1226,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.instance.PredictedInstance.scores">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">scores</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.PredictedInstance.scores" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">scores</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.instance.PredictedInstance.scores" title="Permalink to this definition">#</a></dt>
 <dd><p>Return point scores for each predicted node.</p>
 </dd></dl>
 
@@ -1250,7 +1234,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.PredictedPoint">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedPoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visible</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">complete</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L98-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPoint" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedPoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visible</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">complete</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L98-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPoint" title="Permalink to this definition">#</a></dt>
 <dd><p>A predicted point is an output of the inference procedure.</p>
 <p>It has all the properties of a labeled point, plus a score.</p>
 <dl class="field-list simple">
@@ -1264,9 +1248,14 @@ <h2> Contents </h2>
 </ul>
 </dd>
 </dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="sleap.instance.PredictedPoint.dtype">
+<span class="sig-name descname"><span class="pre">dtype</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">dtype([('x',</span> <span class="pre">'&lt;f8'),</span> <span class="pre">('y',</span> <span class="pre">'&lt;f8'),</span> <span class="pre">('visible',</span> <span class="pre">'?'),</span> <span class="pre">('complete',</span> <span class="pre">'?'),</span> <span class="pre">('score',</span> <span class="pre">'&lt;f8')])</span></em><a class="headerlink" href="#sleap.instance.PredictedPoint.dtype" title="Permalink to this definition">#</a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedPoint.from_point">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_point</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">point</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedPoint" title="sleap.instance.PredictedPoint"><span class="pre">PredictedPoint</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L144-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPoint.from_point" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_point</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">point</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Point" title="sleap.instance.Point"><span class="pre">Point</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PredictedPoint" title="sleap.instance.PredictedPoint"><span class="pre">PredictedPoint</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L144-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPoint.from_point" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a PredictedPoint from a Point</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1285,12 +1274,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.PredictedPointArray">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedPointArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buf</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">formats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">titles</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">byteorder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aligned</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L282-L306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPointArray" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">PredictedPointArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buf</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">formats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">titles</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">byteorder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aligned</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L282-L306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPointArray" title="Permalink to this definition">#</a></dt>
 <dd><p>PredictedPointArray is analogous to PointArray except for predicted
 points.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.instance.PredictedPointArray.to_array">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">to_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PredictedPointArray" title="sleap.instance.PredictedPointArray"><span class="pre">PredictedPointArray</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L290-L306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPointArray.to_array" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">to_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.PredictedPointArray" title="sleap.instance.PredictedPointArray"><span class="pre">PredictedPointArray</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.instance.PointArray" title="sleap.instance.PointArray"><span class="pre">PointArray</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L290-L306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.PredictedPointArray.to_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert a PredictedPointArray to a normal PointArray.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1306,7 +1295,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.instance.Track">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spawned_on</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L309-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Track" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">Track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spawned_on</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L310-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Track" title="Permalink to this definition">#</a></dt>
 <dd><p>A track object is associated with a set of animal/object instances
 across multiple frames of video. This allows tracking of unique
 entities in the video over time and space.</p>
@@ -1320,7 +1309,7 @@ <h2> Contents </h2>
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 <dl class="py method">
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-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L324-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Track.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L324-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.Track.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if two tracks match by value.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1336,7 +1325,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.instance.make_instance_cattr">
-<span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">make_instance_cattr</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Converter</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1180-L1283"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.make_instance_cattr" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.instance.</span></span><span class="sig-name descname"><span class="pre">make_instance_cattr</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Converter</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/instance.py#L1201-L1304"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.instance.make_instance_cattr" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a cattr converter for Lists of Instances/PredictedInstances.</p>
 <p>This is required because cattrs doesn’t automatically detect the class when the
 attributes of one class are a subset of another.</p>
@@ -1356,12 +1345,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1370,7 +1363,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1437,6 +1429,7 @@ <h2> Contents </h2>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point"><code class="docutils literal notranslate"><span class="pre">Point</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.dtype"><code class="docutils literal notranslate"><span class="pre">Point.dtype</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.isnan"><code class="docutils literal notranslate"><span class="pre">Point.isnan()</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.Point.numpy"><code class="docutils literal notranslate"><span class="pre">Point.numpy()</span></code></a></li>
 </ul>
@@ -1456,6 +1449,7 @@ <h2> Contents </h2>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint"><code class="docutils literal notranslate"><span class="pre">PredictedPoint</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint.dtype"><code class="docutils literal notranslate"><span class="pre">PredictedPoint.dtype</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.instance.PredictedPoint.from_point"><code class="docutils literal notranslate"><span class="pre">PredictedPoint.from_point()</span></code></a></li>
 </ul>
 </li>
@@ -1489,7 +1483,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -1516,8 +1509,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.io.convert.html b/develop/api/sleap.io.convert.html
index f6624dba8..9a641a992 100644
--- a/develop/api/sleap.io.convert.html
+++ b/develop/api/sleap.io.convert.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.convert &#8212; SLEAP (v1.4.1a2)</title>
   
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+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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     <link rel="canonical" href="/develop/api/sleap.io.convert.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
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-  <div class="pst-async-banner-revealer d-none">
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-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
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-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
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-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
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-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -350,10 +323,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.convert">
-<span id="sleap-io-convert"></span><h1>sleap.io.convert<a class="headerlink" href="#module-sleap.io.convert" title="Link to this heading">#</a></h1>
+<span id="sleap-io-convert"></span><h1>sleap.io.convert<a class="headerlink" href="#module-sleap.io.convert" title="Permalink to this heading">#</a></h1>
 <p>Command line utility for converting between various dataset formats.</p>
 <p>Reads:
 * SLEAP dataset in .slp, .h5, .json, or .json.zip file
@@ -389,7 +362,7 @@ <h2> Contents </h2>
 first transpose the datasets so they matche the shapes described above.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.convert.main">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.convert.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/convert.py#L101-L204"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.convert.main" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.convert.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/convert.py#L101-L204"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.convert.main" title="Permalink to this definition">#</a></dt>
 <dd><p>Entrypoint for <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap-convert</span></code> CLI for converting .slp to different formats.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -406,12 +379,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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@@ -420,7 +397,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -449,7 +425,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -476,8 +451,8 @@ <h2> Contents </h2>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
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diff --git a/develop/api/sleap.io.dataset.html b/develop/api/sleap.io.dataset.html
index a4f5798f8..2e13a9c74 100644
--- a/develop/api/sleap.io.dataset.html
+++ b/develop/api/sleap.io.dataset.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -456,10 +429,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.dataset">
-<span id="sleap-io-dataset"></span><h1>sleap.io.dataset<a class="headerlink" href="#module-sleap.io.dataset" title="Link to this heading">#</a></h1>
+<span id="sleap-io-dataset"></span><h1>sleap.io.dataset<a class="headerlink" href="#module-sleap.io.dataset" title="Permalink to this heading">#</a></h1>
 <p>A SLEAP dataset collects labeled video frames, together with required metadata.</p>
 <p>This contains labeled frame data (user annotations and/or predictions),
 together with all the other data that is saved for a SLEAP project
@@ -496,14 +469,14 @@ <h2> Contents </h2>
 default extension to use if none is provided in the filename.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">Labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labeled_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative_anchors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">provenance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L388-L2710"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">Labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labeled_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">negative_anchors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">provenance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L389-L2710"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels" title="Permalink to this definition">#</a></dt>
 <dd><p>The <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code></a> class collects the data for a SLEAP project.</p>
 <p>This class is front-end for all interactions with loading, writing,
 and modifying these labels. The actual storage backend for the data
 is mostly abstracted away from the main interface.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.labeled_frames">
-<span class="sig-name descname"><span class="pre">labeled_frames</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.labeled_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">labeled_frames</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.labeled_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <code class="xref py py-class docutils literal notranslate"><span class="pre">LabeledFrame</span></code> objects</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -514,7 +487,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.videos">
-<span class="sig-name descname"><span class="pre">videos</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.videos" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">videos</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.videos" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code> objects that these labels may or may
 not reference. The video for every <code class="xref py py-obj docutils literal notranslate"><span class="pre">LabeledFrame</span></code> will be
 stored in <a class="reference internal" href="#sleap.io.dataset.Labels.videos" title="sleap.io.dataset.Labels.videos"><code class="xref py py-obj docutils literal notranslate"><span class="pre">videos</span></code></a> attribute, but some videos in
@@ -528,7 +501,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.skeletons">
-<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.skeletons" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.skeletons" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <code class="xref py py-class docutils literal notranslate"><span class="pre">Skeleton</span></code> objects (again, that may or may
 not be referenced by an <code class="xref py py-class docutils literal notranslate"><span class="pre">Instance</span></code> in labeled frame).</p>
 <dl class="field-list simple">
@@ -540,7 +513,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.tracks">
-<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <code class="xref py py-class docutils literal notranslate"><span class="pre">Track</span></code> that instances can belong to.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -551,7 +524,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.suggestions">
-<span class="sig-name descname"><span class="pre">suggestions</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">suggestions</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>List that stores “suggested” frames for
 videos in project. These can be suggested frames for user
 to label or suggested frames for user to review.</p>
@@ -564,7 +537,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.negative_anchors">
-<span class="sig-name descname"><span class="pre">negative_anchors</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.negative_anchors" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">negative_anchors</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.negative_anchors" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary that stores center-points around
 which to crop as negative samples when training.
 Dictionary key is <code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code>, value is list of
@@ -578,24 +551,24 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.provenance">
-<span class="sig-name descname"><span class="pre">provenance</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.provenance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">provenance</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.provenance" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary that denotes the origin of the <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Dict[str, str | int | float | bool]</p>
+<dd class="field-odd"><p>Dict[str, Union[str, int, float, bool]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.add_instance">
-<span class="sig-name descname"><span class="pre">add_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1326-L1343"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1326-L1343"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Add instance to frame, updating track occupancy.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.add_suggestion">
-<span class="sig-name descname"><span class="pre">add_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1383-L1393"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_suggestion" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1383-L1393"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_suggestion" title="Permalink to this definition">#</a></dt>
 <dd><p>Add a suggested frame to the labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -609,13 +582,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.add_track">
-<span class="sig-name descname"><span class="pre">add_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1229-L1232"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_track" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1229-L1232"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_track" title="Permalink to this definition">#</a></dt>
 <dd><p>Add track to labels, updating occupancy.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.add_video">
-<span class="sig-name descname"><span class="pre">add_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1550-L1562"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_video" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1550-L1562"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.add_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Add a video to the labels if it is not already in it.</p>
 <p>Video instances are added automatically when adding labeled frames,
 but this function allows for adding videos to the labels before any
@@ -629,31 +602,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.all_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.all_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.all_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of all instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.append">
-<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L875-L877"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.append" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L875-L877"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.append" title="Permalink to this definition">#</a></dt>
 <dd><p>Add labeled frame to list of labeled frames.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.append_suggestions">
-<span class="sig-name descname"><span class="pre">append_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1497-L1499"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.append_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">append_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1497-L1499"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.append_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Append the suggested frames.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.clear_suggestions">
-<span class="sig-name descname"><span class="pre">clear_suggestions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1509-L1511"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.clear_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">clear_suggestions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1509-L1511"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.clear_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete all suggestions.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.complex_merge_between">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_merge_between</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">unify</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1766-L1827"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.complex_merge_between" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">complex_merge_between</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">unify</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1766-L1827"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.complex_merge_between" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge frames and other data from one dataset into another.</p>
 <p>Anything that can be merged cleanly is merged into base_labels.</p>
 <p>Frames conflict just in case each labels object has a matching
@@ -697,7 +670,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.copy">
-<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L811-L818"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.copy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L811-L818"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.copy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a full deep copy of the labels.
 .. admonition:: Notes</p>
 <blockquote>
@@ -709,19 +682,19 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.delete_suggestions">
-<span class="sig-name descname"><span class="pre">delete_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1505-L1507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.delete_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">delete_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1505-L1507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.delete_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete suggestions for specified video.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1135-L1154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.describe" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1135-L1154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.describe" title="Permalink to this definition">#</a></dt>
 <dd><p>Print basic statistics about the labels dataset.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.export">
-<span class="sig-name descname"><span class="pre">export</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2035-L2056"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2035-L2056"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export" title="Permalink to this definition">#</a></dt>
 <dd><p>Export labels to analysis HDF5 format.</p>
 <p>This expects the labels to contain data for a single video (e.g., predictions).</p>
 <dl class="field-list simple">
@@ -751,7 +724,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.export_csv">
-<span class="sig-name descname"><span class="pre">export_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2058-L2069"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export_csv" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2058-L2069"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export_csv" title="Permalink to this definition">#</a></dt>
 <dd><p>Export labels to CSV format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -766,7 +739,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.export_nwb">
-<span class="sig-name descname"><span class="pre">export_nwb</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Processed</span> <span class="pre">SLEAP</span> <span class="pre">pose</span> <span class="pre">data'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_start_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">datetime</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2071-L2139"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export_nwb" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_nwb</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Processed</span> <span class="pre">SLEAP</span> <span class="pre">pose</span> <span class="pre">data'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_start_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">datetime</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2071-L2139"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.export_nwb" title="Permalink to this definition">#</a></dt>
 <dd><p>Export all <code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedInstance</span></code> objects in a <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code></a> object to an NWB file.</p>
 <blockquote>
 <div><p>Use <a class="reference internal" href="#sleap.io.dataset.Labels.numpy" title="sleap.io.dataset.Labels.numpy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels.numpy</span></code></a> to create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">pynwb.NWBFile</span></code> with a separate
@@ -826,7 +799,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.extend_from">
-<span class="sig-name descname"><span class="pre">extend_from</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unify</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1593-L1634"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.extend_from" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">extend_from</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unify</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1593-L1634"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.extend_from" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge data from another <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code></a> object or <code class="xref py py-obj docutils literal notranslate"><span class="pre">LabeledFrame</span></code> list.</p>
 <dl>
 <dt>Arg:</dt><dd><p>new_frames: the object from which to copy data
@@ -845,7 +818,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.extract">
-<span class="sig-name descname"><span class="pre">extract</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L779-L809"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.extract" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">extract</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inds</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L779-L809"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.extract" title="Permalink to this definition">#</a></dt>
 <dd><p>Extract labeled frames from indices and return a new <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code></a> object.
 :param inds: Any valid indexing keys, e.g., a range, slice, list of label indices,</p>
 <blockquote>
@@ -878,7 +851,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.find">
-<span class="sig-name descname"><span class="pre">find</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_new</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L933-L961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_new</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L933-L961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find" title="Permalink to this definition">#</a></dt>
 <dd><p>Search for labeled frames given video and/or frame index.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -903,7 +876,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.find_first">
-<span class="sig-name descname"><span class="pre">find_first</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L981-L1010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_first" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_first</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L981-L1010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_first" title="Permalink to this definition">#</a></dt>
 <dd><p>Find the first occurrence of a matching labeled frame.</p>
 <p>Matches on frames for the given video and/or frame index.</p>
 <dl class="field-list simple">
@@ -927,7 +900,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.find_last">
-<span class="sig-name descname"><span class="pre">find_last</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1012-L1034"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_last" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_last</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1012-L1034"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_last" title="Permalink to this definition">#</a></dt>
 <dd><p>Find the last occurrence of a matching labeled frame.</p>
 <p>Matches on frames for the given video and/or frame index.</p>
 <dl class="field-list simple">
@@ -948,13 +921,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.find_suggestion">
-<span class="sig-name descname"><span class="pre">find_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1436-L1447"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_suggestion" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1436-L1447"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_suggestion" title="Permalink to this definition">#</a></dt>
 <dd><p>Find SuggestionFrame by video and frame index.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.find_track_occupancy">
-<span class="sig-name descname"><span class="pre">find_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1345-L1381"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_track_occupancy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1345-L1381"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.find_track_occupancy" title="Permalink to this definition">#</a></dt>
 <dd><p>Get instances for a given video, track, and range of frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -973,7 +946,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.finish_complex_merge">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">finish_complex_merge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolved_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1829-L1849"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.finish_complex_merge" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">finish_complex_merge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolved_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1829-L1849"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.finish_complex_merge" title="Permalink to this definition">#</a></dt>
 <dd><p>Finish conflicted merge from complex_merge_between.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -987,7 +960,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.frames">
-<span class="sig-name descname"><span class="pre">frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L963-L979"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L963-L979"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return an iterator over all labeled frames in a video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1006,7 +979,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">slice</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">integer</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">range</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">integer</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">range</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">secondary_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">slice</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">integer</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">range</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L676-L777"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">slice</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">integer</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">range</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">integer</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">range</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">secondary_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">slice</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">integer</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">range</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L676-L777"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get" title="Permalink to this definition">#</a></dt>
 <dd><p>Return labeled frames matching key or return <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> if not found.</p>
 <p>This is a safe version of <code class="xref py py-obj docutils literal notranslate"><span class="pre">labels[...]</span></code> that will not raise an exception if the
 item is not found.</p>
@@ -1039,31 +1012,31 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_next_suggestion">
-<span class="sig-name descname"><span class="pre">get_next_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seek_direction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1449-L1495"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_next_suggestion" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_next_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seek_direction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1449-L1495"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_next_suggestion" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a (video, frame_idx) tuple seeking from given frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_suggestions">
-<span class="sig-name descname"><span class="pre">get_suggestions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1432-L1434"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_suggestions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1432-L1434"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Return all suggestions as a list of SuggestionFrame items.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_track_count">
-<span class="sig-name descname"><span class="pre">get_track_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1221-L1223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_track_count" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_track_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1221-L1223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_track_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of occupied tracks for a given video.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_track_occupancy">
-<span class="sig-name descname"><span class="pre">get_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1225-L1227"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_track_occupancy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1225-L1227"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_track_occupancy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return track occupancy list for given video.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_unlabeled_suggestion_inds">
-<span class="sig-name descname"><span class="pre">get_unlabeled_suggestion_inds</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1523-L1548"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_unlabeled_suggestion_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_unlabeled_suggestion_inds</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1523-L1548"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_unlabeled_suggestion_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Find labeled frames for unlabeled suggestions and return their indices.</p>
 <p>This is useful for generating a list of example indices for inference on
 unlabeled suggestions.</p>
@@ -1081,7 +1054,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.get_video_suggestions">
-<span class="sig-name descname"><span class="pre">get_video_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1407-L1430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_video_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_video_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1407-L1430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.get_video_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of suggested frame indices.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1100,7 +1073,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.has_frame">
-<span class="sig-name descname"><span class="pre">has_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1636-L1680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.has_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">has_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1636-L1680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.has_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if the labels contain a specified frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1131,31 +1104,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.has_missing_videos">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_missing_videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.dataset.Labels.has_missing_videos" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_missing_videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.dataset.Labels.has_missing_videos" title="Permalink to this definition">#</a></dt>
 <dd><p>Return True if any of the video files in the labels are missing.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.index">
-<span class="sig-name descname"><span class="pre">index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L590-L592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.index" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L590-L592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.index" title="Permalink to this definition">#</a></dt>
 <dd><p>Return index of labeled frame in list of labeled frames.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.insert">
-<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L867-L873"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.insert" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">insert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L867-L873"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.insert" title="Permalink to this definition">#</a></dt>
 <dd><p>Insert labeled frame at given index.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.instance_count">
-<span class="sig-name descname"><span class="pre">instance_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1080-L1088"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.instance_count" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instance_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1080-L1088"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.instance_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Return number of instances matching video/frame index.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.instances">
-<span class="sig-name descname"><span class="pre">instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1156-L1172"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1156-L1172"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Iterate over instances in the labels, optionally with filters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1172,25 +1145,25 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.is_multi_instance">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_multi_instance</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.dataset.Labels.is_multi_instance" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_multi_instance</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.dataset.Labels.is_multi_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> if there are multiple user instances in any frame.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.labels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#sleap.io.dataset.Labels.labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Alias for labeled_frames.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.load_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1957-L1970"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.load_file" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1957-L1970"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.load_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Load file, detecting format from filename.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.make_video_callback">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_video_callback</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2600-L2710"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.make_video_callback" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_video_callback</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2600-L2710"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.make_video_callback" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a callback for finding missing videos.</p>
 <p>The callback can be used while loading a saved project and
 allows the user to find videos which have been moved (or have
@@ -1213,13 +1186,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.merge_container_dicts">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">merge_container_dicts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dict_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1851-L1859"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_container_dicts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">merge_container_dicts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dict_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dict_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1851-L1859"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_container_dicts" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge data from dict_b into dict_a.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.merge_matching_frames">
-<span class="sig-name descname"><span class="pre">merge_matching_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1861-L1873"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_matching_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">merge_matching_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1861-L1873"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_matching_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge <code class="xref py py-obj docutils literal notranslate"><span class="pre">LabeledFrame</span></code> objects that are for the same video frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1230,7 +1203,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.merge_nodes">
-<span class="sig-name descname"><span class="pre">merge_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2561-L2588"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_nodes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">merge_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">base_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2561-L2588"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.merge_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Merge two nodes and update data accordingly.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1254,7 +1227,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.numpy">
-<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">untracked</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_confidence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2442-L2559"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.numpy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">untracked</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_confidence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2442-L2559"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Construct a numpy array from instance points.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1290,31 +1263,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.predicted_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.predicted_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">predicted_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.predicted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of all predicted instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove">
-<span class="sig-name descname"><span class="pre">remove</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L883-L885"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L883-L885"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove given labeled frame.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_all_tracks">
-<span class="sig-name descname"><span class="pre">remove_all_tracks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1241-L1245"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_all_tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_all_tracks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1241-L1245"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_all_tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove all tracks from labels, updating (but not removing) instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_empty_frames">
-<span class="sig-name descname"><span class="pre">remove_empty_frames</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L926-L931"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_empty_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_empty_frames</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L926-L931"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_empty_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove frames with no instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_empty_instances">
-<span class="sig-name descname"><span class="pre">remove_empty_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keep_empty_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L909-L924"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_empty_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_empty_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keep_empty_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L909-L924"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_empty_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove instances with no visible points.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1331,7 +1304,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_frame">
-<span class="sig-name descname"><span class="pre">remove_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L887-L897"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L887-L897"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a given labeled frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1346,7 +1319,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_frames">
-<span class="sig-name descname"><span class="pre">remove_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lfs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L899-L907"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lfs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L899-L907"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a list of frames from the labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1357,13 +1330,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_instance">
-<span class="sig-name descname"><span class="pre">remove_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">in_transaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1318-L1324"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">in_transaction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1318-L1324"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove instance from frame, updating track occupancy.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_predictions">
-<span class="sig-name descname"><span class="pre">remove_predictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1718-L1752"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_predictions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_predictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1718-L1752"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_predictions" title="Permalink to this definition">#</a></dt>
 <dd><p>Clear predicted instances from the labels.</p>
 <p>Useful prior to merging operations to prevent overlapping instances from new
 predictions.</p>
@@ -1386,7 +1359,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_suggestion">
-<span class="sig-name descname"><span class="pre">remove_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1395-L1405"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_suggestion" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_suggestion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1395-L1405"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_suggestion" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a suggestion from the list by video and frame index.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1400,13 +1373,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_track">
-<span class="sig-name descname"><span class="pre">remove_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1234-L1239"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_track" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1234-L1239"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_track" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a track from the labels, updating (but not removing) instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_untracked_instances">
-<span class="sig-name descname"><span class="pre">remove_untracked_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">remove_empty_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1754-L1764"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_untracked_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_untracked_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">remove_empty_frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1754-L1764"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_untracked_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove instances that do not have a track assignment.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1418,13 +1391,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_unused_tracks">
-<span class="sig-name descname"><span class="pre">remove_unused_tracks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1247-L1261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_unused_tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_unused_tracks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1247-L1261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_unused_tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove tracks that are not used by any instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_user_instances">
-<span class="sig-name descname"><span class="pre">remove_user_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1682-L1716"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_user_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_user_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1682-L1716"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Clear user instances from the labels.</p>
 <p>Useful prior to merging operations to prevent overlapping instances from new
 labels.</p>
@@ -1447,7 +1420,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.remove_video">
-<span class="sig-name descname"><span class="pre">remove_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1564-L1585"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_video" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1564-L1585"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.remove_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a video from the labels and all associated labeled frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1458,7 +1431,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.save">
-<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embed_all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embed_suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1999-L2033"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embed_all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embed_suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1999-L2033"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save" title="Permalink to this definition">#</a></dt>
 <dd><p>Save the labels to a file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1486,7 +1459,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.save_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default_suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1972-L1997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_file" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default_suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1972-L1997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Save file, detecting format from filename.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1507,7 +1480,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.save_frame_data_hdf5">
-<span class="sig-name descname"><span class="pre">save_frame_data_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2315-L2399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_frame_data_hdf5" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_frame_data_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2315-L2399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_frame_data_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Write images for labeled frames from all videos to hdf5 file.</p>
 <p>Note that this will make an HDF5 video, not an HDF5 labels dataset.</p>
 <dl class="field-list simple">
@@ -1539,7 +1512,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.save_frame_data_imgstore">
-<span class="sig-name descname"><span class="pre">save_frame_data_imgstore</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'./'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.ImgStoreVideo" title="sleap.io.video.ImgStoreVideo"><span class="pre">ImgStoreVideo</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2239-L2313"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_frame_data_imgstore" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_frame_data_imgstore</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'./'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.ImgStoreVideo" title="sleap.io.video.ImgStoreVideo"><span class="pre">ImgStoreVideo</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2239-L2313"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.save_frame_data_imgstore" title="Permalink to this definition">#</a></dt>
 <dd><p>Write images for labeled frames from all videos to imgstore datasets.</p>
 <p>This only writes frames that have been labeled. Videos without
 any labeled frames will be included as empty imgstores.</p>
@@ -1573,19 +1546,19 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.set_suggestions">
-<span class="sig-name descname"><span class="pre">set_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1501-L1503"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.set_suggestions" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">set_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">suggestions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1501-L1503"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.set_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Set the suggested frames.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.skeleton">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">skeleton</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></em><a class="headerlink" href="#sleap.io.dataset.Labels.skeleton" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">skeleton</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></em><a class="headerlink" href="#sleap.io.dataset.Labels.skeleton" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the skeleton if there is only a single skeleton in the labels.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.split">
-<span class="sig-name descname"><span class="pre">split</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L820-L859"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.split" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">split</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L820-L859"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.split" title="Permalink to this definition">#</a></dt>
 <dd><p>Split labels randomly.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1616,7 +1589,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skip_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1875-L1946"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_dict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skip_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1875-L1946"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Serialize all labels to dicts.</p>
 <p>Serializes the labels in the underling list of LabeledFrames to a dict
 structure. This function returns a nested dict structure composed entirely of
@@ -1647,7 +1620,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.to_json">
-<span class="sig-name descname"><span class="pre">to_json</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1948-L1955"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_json" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_json</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1948-L1955"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Serialize all labels in the underling list of LabeledFrame(s) to JSON.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1658,7 +1631,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.to_pipeline">
-<span class="sig-name descname"><span class="pre">to_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">sleap.pipelines.Pipeline</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2401-L2440"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labeled_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">sleap.pipelines.Pipeline</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2401-L2440"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.to_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a pipeline for reading the dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1683,13 +1656,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.track_set_instance">
-<span class="sig-name descname"><span class="pre">track_set_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1263-L1275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.track_set_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track_set_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1263-L1275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.track_set_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Set track on given instance, updating occupancy.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.track_swap">
-<span class="sig-name descname"><span class="pre">track_swap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1277-L1316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.track_swap" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track_swap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1277-L1316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.track_swap" title="Permalink to this definition">#</a></dt>
 <dd><p>Swap track assignment for instances in two tracks.</p>
 <p>If you need to change the track to or from None, you’ll need
 to use <a class="reference internal" href="#sleap.io.dataset.Labels.track_set_instance" title="sleap.io.dataset.Labels.track_set_instance"><code class="xref py py-meth docutils literal notranslate"><span class="pre">track_set_instance()</span></code></a> for each specific
@@ -1711,37 +1684,37 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.unlabeled_suggestions">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unlabeled_suggestions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.unlabeled_suggestions" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unlabeled_suggestions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">SuggestionFrame</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.unlabeled_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Return suggestions without user labels.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.user_instances">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_instances</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of all user (non-predicted) instances.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.user_labeled_frame_inds">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_labeled_frame_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_labeled_frame_inds" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_labeled_frame_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_labeled_frame_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of indices of frames with user labeled instances.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.user_labeled_frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_labeled_frames</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_labeled_frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">user_labeled_frames</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.dataset.Labels.user_labeled_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return all labeled frames with user (non-predicted) instances.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.video">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></em><a class="headerlink" href="#sleap.io.dataset.Labels.video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></em><a class="headerlink" href="#sleap.io.dataset.Labels.video" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the video if there is only a single video in the labels.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.Labels.with_user_labels_only">
-<span class="sig-name descname"><span class="pre">with_user_labels_only</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">user_instances_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1046-L1075"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.with_user_labels_only" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">with_user_labels_only</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">user_instances_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L1046-L1075"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.Labels.with_user_labels_only" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a new <a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code></a> containing only user labels.</p>
 <p>This is useful as a preprocessing step to train on only user-labeled data.</p>
 <dl class="field-list simple">
@@ -1767,89 +1740,89 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">LabelsDataCache</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L96-L385"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">LabelsDataCache</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L97-L385"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for maintaining cache of data in labels dataset.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.add_instance">
-<span class="sig-name descname"><span class="pre">add_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L254-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.add_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L254-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.add_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Add an instance to the labels.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.add_track">
-<span class="sig-name descname"><span class="pre">add_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L250-L252"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.add_track" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L250-L252"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.add_track" title="Permalink to this definition">#</a></dt>
 <dd><p>Add a track to the labels.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.find_fancy_frame_idxs">
-<span class="sig-name descname"><span class="pre">find_fancy_frame_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L158-L180"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.find_fancy_frame_idxs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_fancy_frame_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_frame_idx</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reverse</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L158-L180"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.find_fancy_frame_idxs" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of frame idxs, with optional start position/order.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.find_frames">
-<span class="sig-name descname"><span class="pre">find_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L134-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.find_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L134-L156"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.find_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of LabeledFrames matching video/frame_idx, or None.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.get_filtered_frame_idxs">
-<span class="sig-name descname"><span class="pre">get_filtered_frame_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Set</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L295-L331"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_filtered_frame_idxs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_filtered_frame_idxs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Set</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L295-L331"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_filtered_frame_idxs" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of (video_idx, frame_idx) tuples matching video/filter.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.get_frame_count">
-<span class="sig-name descname"><span class="pre">get_frame_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L279-L293"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_frame_count" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame_count</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L279-L293"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_frame_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Return (possibly cached) count of frames matching video/filter.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.get_track_occupancy">
-<span class="sig-name descname"><span class="pre">get_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">RangeList</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L196-L200"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_track_occupancy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">RangeList</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L196-L200"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_track_occupancy" title="Permalink to this definition">#</a></dt>
 <dd><p>Access track occupancy cache that adds video/track as needed.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.get_video_track_occupancy">
-<span class="sig-name descname"><span class="pre">get_video_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RangeList</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L202-L207"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_video_track_occupancy" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_video_track_occupancy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RangeList</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L202-L207"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.get_video_track_occupancy" title="Permalink to this definition">#</a></dt>
 <dd><p>Return track occupancy information for specified video.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.remove_frame">
-<span class="sig-name descname"><span class="pre">remove_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L209-L216"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L209-L216"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove frame and update cache as needed.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.remove_instance">
-<span class="sig-name descname"><span class="pre">remove_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L266-L277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L266-L277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove an instance and update the cache as needed.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.remove_video">
-<span class="sig-name descname"><span class="pre">remove_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L218-L223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_video" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">remove_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L218-L223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.remove_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove video and update cache as needed.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.track_swap">
-<span class="sig-name descname"><span class="pre">track_swap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L225-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.track_swap" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track_swap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L225-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.track_swap" title="Permalink to this definition">#</a></dt>
 <dd><p>Swap tracks and update cache as needed.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L105-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.update" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">new_frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L105-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.update" title="Permalink to this definition">#</a></dt>
 <dd><p>Build (or rebuilds) various caches.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.dataset.LabelsDataCache.update_counts_for_frame">
-<span class="sig-name descname"><span class="pre">update_counts_for_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L333-L361"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.update_counts_for_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">update_counts_for_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L333-L361"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.LabelsDataCache.update_counts_for_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Updated the cached count. Should be called after frame is modified.</p>
 </dd></dl>
 
@@ -1857,7 +1830,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.dataset.find_path_using_paths">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">find_path_using_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">missing_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2713-L2744"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.find_path_using_paths" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">find_path_using_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">missing_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2713-L2744"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.find_path_using_paths" title="Permalink to this definition">#</a></dt>
 <dd><p>Find a path to a missing file given a set of paths to search in.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1874,7 +1847,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.dataset.load_file">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">load_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detect_videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2747-L2789"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.load_file" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.dataset.</span></span><span class="sig-name descname"><span class="pre">load_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detect_videos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/dataset.py#L2747-L2789"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.dataset.load_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a SLEAP labels file.</p>
 <p>SLEAP labels files (<code class="xref py py-obj docutils literal notranslate"><span class="pre">slp</span></code>) contain all the metadata for a labeling project or the
 predicted labels from a video. This includes the skeleton, videos, labeled frames,
@@ -1917,12 +1890,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1931,7 +1908,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -2066,7 +2042,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -2093,8 +2068,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.adaptor.html b/develop/api/sleap.io.format.adaptor.html
index 3b297366c..8230de508 100644
--- a/develop/api/sleap.io.format.adaptor.html
+++ b/develop/api/sleap.io.format.adaptor.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.adaptor &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
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-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.adaptor';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.adaptor.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -365,69 +338,69 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.adaptor">
-<span id="sleap-io-format-adaptor"></span><h1>sleap.io.format.adaptor<a class="headerlink" href="#module-sleap.io.format.adaptor" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-adaptor"></span><h1>sleap.io.format.adaptor<a class="headerlink" href="#module-sleap.io.format.adaptor" title="Permalink to this heading">#</a></h1>
 <p>File format adaptor base class.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.adaptor.</span></span><span class="sig-name descname"><span class="pre">Adaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L20-L92"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.adaptor.</span></span><span class="sig-name descname"><span class="pre">Adaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L21-L92"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor" title="Permalink to this definition">#</a></dt>
 <dd><p>File format adaptor base class.</p>
 <p>An adaptor handles reading and/or writing a specific file format. To add
 support for a new file format, you’ll create a new class which inherits from
 the Adaptor base class and implements the relevant functions.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L55-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L55-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L59-L61"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L59-L61"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.does_match_ext">
-<span class="sig-name descname"><span class="pre">does_match_ext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L81-L87"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_match_ext" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_match_ext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L81-L87"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_match_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L63-L65"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L63-L65"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L67-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L67-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.formatted_ext_options">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">formatted_ext_options</span></span><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.formatted_ext_options" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">formatted_ext_options</span></span><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.formatted_ext_options" title="Permalink to this definition">#</a></dt>
 <dd><p>String for Qt file dialog extension options.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -435,19 +408,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.read">
-<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L71-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L71-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.Adaptor.write">
-<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L75-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L75-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.Adaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to a file.</p>
 </dd></dl>
 
@@ -455,7 +428,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.adaptor.SleapObjectType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.adaptor.</span></span><span class="sig-name descname"><span class="pre">SleapObjectType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L13-L17"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.SleapObjectType" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.adaptor.</span></span><span class="sig-name descname"><span class="pre">SleapObjectType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/adaptor.py#L13-L17"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.adaptor.SleapObjectType" title="Permalink to this definition">#</a></dt>
 <dd><p>Types of files that an adaptor could read/write.</p>
 </dd></dl>
 
@@ -467,12 +440,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -481,7 +458,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -525,7 +501,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -552,8 +527,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.alphatracker.html b/develop/api/sleap.io.format.alphatracker.html
index 6a51d6ff2..5a97f3ae7 100644
--- a/develop/api/sleap.io.format.alphatracker.html
+++ b/develop/api/sleap.io.format.alphatracker.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.alphatracker &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
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-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.alphatracker';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.alphatracker.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -368,10 +341,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.alphatracker">
-<span id="sleap-io-format-alphatracker"></span><h1>sleap.io.format.alphatracker<a class="headerlink" href="#module-sleap.io.format.alphatracker" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-alphatracker"></span><h1>sleap.io.format.alphatracker<a class="headerlink" href="#module-sleap.io.format.alphatracker" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading AlphaTracker datasets.</p>
 <p>This can read a JSON file with labeled frames for a single video,
 or multiple videos.</p>
@@ -382,17 +355,17 @@ <h2> Contents </h2>
 create a video object which wraps the individual frame images.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.alphatracker.</span></span><span class="sig-name descname"><span class="pre">AlphaTrackerAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L28-L442"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.alphatracker.</span></span><span class="sig-name descname"><span class="pre">AlphaTrackerAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L28-L442"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads AlphaTracker JSON file with annotations for both single and multiple animals.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L58-L138"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L58-L138"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 <p>Checks the format of the file at three different levels:
 - First, the upper-level format of file.json must be a list of dictionaries.
@@ -417,43 +390,43 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L140-L142"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L140-L142"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_match_ext">
-<span class="sig-name descname"><span class="pre">does_match_ext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L431-L437"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_match_ext" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_match_ext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L431-L437"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_match_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L144-L146"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L144-L146"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L148-L150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L148-L150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.formatted_ext_options">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">formatted_ext_options</span></span><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.formatted_ext_options" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">formatted_ext_options</span></span><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.formatted_ext_options" title="Permalink to this definition">#</a></dt>
 <dd><p>String for Qt file dialog extension options.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_frame_dict">
-<span class="sig-name descname"><span class="pre">get_alpha_tracker_frame_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L296-L309"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_frame_dict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_alpha_tracker_frame_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L296-L309"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_frame_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns a deep copy of the dictionary used for frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -471,7 +444,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_instance_dict">
-<span class="sig-name descname"><span class="pre">get_alpha_tracker_instance_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L311-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_instance_dict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_alpha_tracker_instance_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L311-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_instance_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns a deep copy of the dictionary used for instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -492,7 +465,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_point_dict">
-<span class="sig-name descname"><span class="pre">get_alpha_tracker_point_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L340-L351"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_point_dict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_alpha_tracker_point_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L340-L351"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.get_alpha_tracker_point_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns a deep copy of the dictionary used for nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -510,7 +483,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.format.adaptor.html#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.format.adaptor.html#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -518,7 +491,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.make_video_for_image_list">
-<span class="sig-name descname"><span class="pre">make_video_for_image_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L273-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.make_video_for_image_list" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_video_for_image_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L273-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.make_video_for_image_list" title="Permalink to this definition">#</a></dt>
 <dd><p>Creates a Video object from frame images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -535,13 +508,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.read">
-<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L152-L271"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L152-L271"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -560,7 +533,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.alphatracker.AlphaTrackerAdaptor.write">
-<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L355-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/alphatracker.py#L355-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.alphatracker.AlphaTrackerAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to an AlphaTracker JSON file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -590,12 +563,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -604,7 +581,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -651,7 +627,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -678,8 +653,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.coco.html b/develop/api/sleap.io.format.coco.html
index 4a8bb7bcb..c1d2e0cab 100644
--- a/develop/api/sleap.io.format.coco.html
+++ b/develop/api/sleap.io.format.coco.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.coco &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.coco';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.coco.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,54 +334,54 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.coco">
-<span id="sleap-io-format-coco"></span><h1>sleap.io.format.coco<a class="headerlink" href="#module-sleap.io.format.coco" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-coco"></span><h1>sleap.io.format.coco<a class="headerlink" href="#module-sleap.io.format.coco" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading COCO keypoint detection datasets.</p>
 <p>See <a class="reference external" href="http://cocodataset.org/#format-data">http://cocodataset.org/#format-data</a> for details about this format.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.coco.</span></span><span class="sig-name descname"><span class="pre">LabelsCocoAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L19-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.coco.</span></span><span class="sig-name descname"><span class="pre">LabelsCocoAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L19-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L36-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L36-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L47-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L47-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L50-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L50-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L53-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L53-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -416,13 +389,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.coco.LabelsCocoAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_missing_gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L56-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_missing_gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/coco.py#L56-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.coco.LabelsCocoAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
@@ -436,12 +409,16 @@ <h2> Contents </h2>
 
               
               
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
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             </div>
@@ -450,7 +427,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -490,7 +466,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -517,8 +492,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.io.format.csv.html b/develop/api/sleap.io.format.csv.html
index afb6b788a..4fb2eeab3 100644
--- a/develop/api/sleap.io.format.csv.html
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@@ -1,12 +1,13 @@
 
+
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+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
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-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
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-
-  
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@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-        <div class="sidebar-primary-item">
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- <script>
- document.write(`
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,53 +334,53 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.csv">
-<span id="sleap-io-format-csv"></span><h1>sleap.io.format.csv<a class="headerlink" href="#module-sleap.io.format.csv" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-csv"></span><h1>sleap.io.format.csv<a class="headerlink" href="#module-sleap.io.format.csv" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for writing SLEAP analysis as csv.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.csv.</span></span><span class="sig-name descname"><span class="pre">CSVAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L9-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.csv.</span></span><span class="sig-name descname"><span class="pre">CSVAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L9-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L30-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L30-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L33-L34"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L33-L34"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L36-L37"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L36-L37"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L39-L40"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L39-L40"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -415,13 +388,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.csv.CSVAdaptor.write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L42-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/csv.py#L42-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.csv.CSVAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes csv file for <code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code> <code class="xref py py-obj docutils literal notranslate"><span class="pre">source_object</span></code>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -448,12 +421,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -462,7 +439,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -502,7 +478,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -529,8 +504,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.deeplabcut.html b/develop/api/sleap.io.format.deeplabcut.html
index 1ef7ecd2e..77deb7382 100644
--- a/develop/api/sleap.io.format.deeplabcut.html
+++ b/develop/api/sleap.io.format.deeplabcut.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.deeplabcut &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
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+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.deeplabcut';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.deeplabcut.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -374,10 +347,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.deeplabcut">
-<span id="sleap-io-format-deeplabcut"></span><h1>sleap.io.format.deeplabcut<a class="headerlink" href="#module-sleap.io.format.deeplabcut" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-deeplabcut"></span><h1>sleap.io.format.deeplabcut<a class="headerlink" href="#module-sleap.io.format.deeplabcut" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading DeepLabCut datasets.</p>
 <p>This can either read a CSV file with labeled frames for a single video,
 or a YAML file which potentially contains multiple videos.</p>
@@ -388,47 +361,47 @@ <h2> Contents </h2>
 create a video object which wraps the individual frame images.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deeplabcut.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepLabCutCsvAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L32-L232"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deeplabcut.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepLabCutCsvAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L32-L232"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads DeepLabCut csv file with labeled frames for single video.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L53-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L53-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L59-L60"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L59-L60"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L62-L63"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L62-L63"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L65-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L65-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -436,19 +409,19 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.make_video_for_image_list">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_video_for_image_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L82-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.make_video_for_image_list" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_video_for_image_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L82-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.make_video_for_image_list" title="Permalink to this definition">#</a></dt>
 <dd><p>Creates a Video object from frame images.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L68-L80"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L68-L80"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutCsvAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
@@ -456,46 +429,46 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deeplabcut.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepLabCutYamlAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L235-L347"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deeplabcut.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepLabCutYamlAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L235-L347"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L252-L257"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L252-L257"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L259-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L259-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L262-L263"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L262-L263"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L265-L266"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L265-L266"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -503,13 +476,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L268-L347"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deeplabcut.py#L268-L347"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deeplabcut.LabelsDeepLabCutYamlAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
@@ -523,12 +496,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -537,7 +514,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -590,7 +566,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -617,8 +592,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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diff --git a/develop/api/sleap.io.format.deepposekit.html b/develop/api/sleap.io.format.deepposekit.html
index d724b7ae3..34f14eacf 100644
--- a/develop/api/sleap.io.format.deepposekit.html
+++ b/develop/api/sleap.io.format.deepposekit.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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@@ -59,23 +62,19 @@
 
   
   
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   <input type="checkbox"
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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-    <span class="search-button__default-text">Search</span>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
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-
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,53 +334,53 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.deepposekit">
-<span id="sleap-io-format-deepposekit"></span><h1>sleap.io.format.deepposekit<a class="headerlink" href="#module-sleap.io.format.deepposekit" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-deepposekit"></span><h1>sleap.io.format.deepposekit<a class="headerlink" href="#module-sleap.io.format.deepposekit" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading DeepPoseKit datasets (HDF5).</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deepposekit.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepPoseKitAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L16-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.deepposekit.</span></span><span class="sig-name descname"><span class="pre">LabelsDeepPoseKitAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L16-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L33-L40"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L33-L40"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L42-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L42-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L45-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L45-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L48-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L48-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -415,13 +388,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L51-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/deepposekit.py#L51-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.deepposekit.LabelsDeepPoseKitAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
@@ -435,12 +408,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -449,7 +426,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -489,7 +465,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -516,8 +491,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.dispatch.html b/develop/api/sleap.io.format.dispatch.html
index be8e1b02a..019468d8b 100644
--- a/develop/api/sleap.io.format.dispatch.html
+++ b/develop/api/sleap.io.format.dispatch.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.dispatch &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.dispatch';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.dispatch.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,22 +273,20 @@
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-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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-
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +313,10 @@ <h1>sleap.io.format.dispatch</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.dispatch">
-<span id="sleap-io-format-dispatch"></span><h1>sleap.io.format.dispatch<a class="headerlink" href="#module-sleap.io.format.dispatch" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-dispatch"></span><h1>sleap.io.format.dispatch<a class="headerlink" href="#module-sleap.io.format.dispatch" title="Permalink to this heading">#</a></h1>
 <p>Dispatcher for dynamically supporting multiple dataset file formats.</p>
 <p>See <code class="xref py py-obj docutils literal notranslate"><span class="pre">read()</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">write()</span></code> in <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.io.format</span></code> for usage.</p>
 </section>
@@ -354,12 +327,16 @@ <h1>sleap.io.format.dispatch</h1>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
                 </footer>
               
             </div>
@@ -382,7 +359,6 @@ <h1>sleap.io.format.dispatch</h1>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -409,8 +385,8 @@ <h1>sleap.io.format.dispatch</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
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diff --git a/develop/api/sleap.io.format.filehandle.html b/develop/api/sleap.io.format.filehandle.html
index 9720f3427..7c0ba4795 100644
--- a/develop/api/sleap.io.format.filehandle.html
+++ b/develop/api/sleap.io.format.filehandle.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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+    <script src="../_static/underscore.js"></script>
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     <link rel="canonical" href="/develop/api/sleap.io.format.filehandle.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
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-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -360,33 +333,33 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.filehandle">
-<span id="sleap-io-format-filehandle"></span><h1>sleap.io.format.filehandle<a class="headerlink" href="#module-sleap.io.format.filehandle" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-filehandle"></span><h1>sleap.io.format.filehandle<a class="headerlink" href="#module-sleap.io.format.filehandle" title="Permalink to this heading">#</a></h1>
 <p>File object which can be passed to adaptors.</p>
 <p>We use this since multiple file adaptors may need to open/read the file while
 dispatch is determining which adaptor to use, and the <a class="reference internal" href="#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileHandle</span></code></a> allows us
 to keep any results from previous reads.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.filehandle.</span></span><span class="sig-name descname"><span class="pre">FileHandle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_hdf5</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_open</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L17-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.filehandle.</span></span><span class="sig-name descname"><span class="pre">FileHandle</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_hdf5</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_open</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">object</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">object</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L18-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle" title="Permalink to this definition">#</a></dt>
 <dd><p>Reference to a file; can hold loaded data so it needn’t be read twice.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.close">
-<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L53-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.close" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L53-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.close" title="Permalink to this definition">#</a></dt>
 <dd><p>Closes the file.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.file">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">file</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.file" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">file</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.file" title="Permalink to this definition">#</a></dt>
 <dd><p>The raw file object.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.format_id">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">format_id</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.format_id" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">format_id</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.format_id" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns an ID from the metadata we store in some HDF5 or JSON formats.</p>
 <p>This can be used if we need to distinguish multiple formats with a
 common underlying file type, e.g., HDF5-based file formats. See
@@ -396,31 +369,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.is_hdf5">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_hdf5</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.is_hdf5" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_hdf5</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.is_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether file is HDF5.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.is_json">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_json</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.is_json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_json</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.is_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether file is JSON.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.json">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">json</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">json</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.json" title="Permalink to this definition">#</a></dt>
 <dd><p>The loaded JSON dictionary (for a JSON file).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.open">
-<span class="sig-name descname"><span class="pre">open</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L36-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.open" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">open</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/filehandle.py#L36-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.open" title="Permalink to this definition">#</a></dt>
 <dd><p>Opens the file (if it’s not already open).</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.filehandle.FileHandle.text">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.text" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">text</span></span><a class="headerlink" href="#sleap.io.format.filehandle.FileHandle.text" title="Permalink to this definition">#</a></dt>
 <dd><p>The text from a text file.</p>
 </dd></dl>
 
@@ -434,12 +407,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -448,7 +425,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -487,7 +463,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -514,8 +489,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.genericjson.html b/develop/api/sleap.io.format.genericjson.html
index ae6e864f6..a51ed4ee2 100644
--- a/develop/api/sleap.io.format.genericjson.html
+++ b/develop/api/sleap.io.format.genericjson.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.genericjson &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
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+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
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+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.genericjson';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.genericjson.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
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-</div>
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-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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-      
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@@ -127,9 +116,6 @@
   
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-
-  
-    
   
 
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@@ -137,35 +123,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,54 +335,54 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.genericjson">
-<span id="sleap-io-format-genericjson"></span><h1>sleap.io.format.genericjson<a class="headerlink" href="#module-sleap.io.format.genericjson" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-genericjson"></span><h1>sleap.io.format.genericjson<a class="headerlink" href="#module-sleap.io.format.genericjson" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading and writing any generic JSON file.</p>
 <p>This is a good example of a very simple adaptor class.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.genericjson.</span></span><span class="sig-name descname"><span class="pre">GenericJsonAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L13-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.genericjson.</span></span><span class="sig-name descname"><span class="pre">GenericJsonAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L13-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L30-L33"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L30-L33"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L35-L36"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L35-L36"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L38-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L38-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L41-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L41-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -417,19 +390,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.read">
-<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L44-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L44-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.genericjson.GenericJsonAdaptor.write">
-<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L47-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/genericjson.py#L47-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.genericjson.GenericJsonAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to a file.</p>
 </dd></dl>
 
@@ -443,12 +416,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -457,7 +434,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -498,7 +474,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -525,8 +500,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.hdf5.html b/develop/api/sleap.io.format.hdf5.html
index 037c86364..82ff8d70d 100644
--- a/develop/api/sleap.io.format.hdf5.html
+++ b/develop/api/sleap.io.format.hdf5.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.hdf5 &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.hdf5';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.hdf5.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,55 +335,55 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.hdf5">
-<span id="sleap-io-format-hdf5"></span><h1>sleap.io.format.hdf5<a class="headerlink" href="#module-sleap.io.format.hdf5" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-hdf5"></span><h1>sleap.io.format.hdf5<a class="headerlink" href="#module-sleap.io.format.hdf5" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading/writing SLEAP datasets as HDF5 (including <code class="xref py py-obj docutils literal notranslate"><span class="pre">slp</span></code>).</p>
 <p>Note that this is not the adaptor for reading/writing the “analysis” HDF5
 format.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.hdf5.</span></span><span class="sig-name descname"><span class="pre">LabelsV1Adaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L30-L575"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.hdf5.</span></span><span class="sig-name descname"><span class="pre">LabelsV1Adaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L30-L575"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L53-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L53-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L64-L65"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L64-L65"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L67-L68"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L67-L68"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L70-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L70-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -418,19 +391,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L131-L262"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L131-L262"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.hdf5.LabelsV1Adaptor.write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">append</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_frame_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_data_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L264-L575"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">append</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_frame_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_data_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/hdf5.py#L264-L575"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.hdf5.LabelsV1Adaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to a file.</p>
 </dd></dl>
 
@@ -444,12 +417,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -458,7 +435,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -499,7 +475,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -526,8 +501,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.labels_json.html b/develop/api/sleap.io.format.labels_json.html
index e240e6603..4579c59ff 100644
--- a/develop/api/sleap.io.format.labels_json.html
+++ b/develop/api/sleap.io.format.labels_json.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.labels_json &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.labels_json';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.labels_json.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -363,10 +336,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.labels_json">
-<span id="sleap-io-format-labels-json"></span><h1>sleap.io.format.labels_json<a class="headerlink" href="#module-sleap.io.format.labels_json" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-labels-json"></span><h1>sleap.io.format.labels_json<a class="headerlink" href="#module-sleap.io.format.labels_json" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading/writing old, JSON dataset format (kind of deprecated).</p>
 <p>This supports reading and writing both <a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle.json" title="sleap.io.format.filehandle.FileHandle.json"><code class="xref py py-obj docutils literal notranslate"><span class="pre">json</span></code></a> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">json.zip</span></code>. The zip allows
 you to include image files, in imgstore videos. A better option now is to save
@@ -374,46 +347,46 @@ <h2> Contents </h2>
 also the videos/frames as HDF5 datasets.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.labels_json.</span></span><span class="sig-name descname"><span class="pre">LabelsJsonAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L34-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.labels_json.</span></span><span class="sig-name descname"><span class="pre">LabelsJsonAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L34-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L53-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L53-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L68-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L68-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L71-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L71-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L74-L75"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L74-L75"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.from_json_data">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L359-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.from_json_data" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L359-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.from_json_data" title="Permalink to this definition">#</a></dt>
 <dd><p>Create instance of class from data in dictionary.</p>
 <p>Method is used by other methods that load from JSON.</p>
 <dl class="field-list simple">
@@ -435,7 +408,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -443,19 +416,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L77-L234"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_to</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L77-L234"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.labels_json.LabelsJsonAdaptor.write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_frame_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_data_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L236-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_frame_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_data_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_labeled</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suggested</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/labels_json.py#L236-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.labels_json.LabelsJsonAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Save a Labels instance to a JSON format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -516,12 +489,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -530,7 +507,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -572,7 +548,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -599,8 +574,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.leap_matlab.html b/develop/api/sleap.io.format.leap_matlab.html
index 4e82a610e..00e5d4fcb 100644
--- a/develop/api/sleap.io.format.leap_matlab.html
+++ b/develop/api/sleap.io.format.leap_matlab.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.leap_matlab &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.leap_matlab';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.leap_matlab.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
 </script>
 
-
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,55 +334,55 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.leap_matlab">
-<span id="sleap-io-format-leap-matlab"></span><h1>sleap.io.format.leap_matlab<a class="headerlink" href="#module-sleap.io.format.leap_matlab" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-leap-matlab"></span><h1>sleap.io.format.leap_matlab<a class="headerlink" href="#module-sleap.io.format.leap_matlab" title="Permalink to this heading">#</a></h1>
 <p>Adaptor to read (not write) LEAP MATLAB data files.</p>
 <p>This attempts to find videos. If they cannot automatically be found and the
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">gui</span></code> param is True, then the user will be prompted to find the videos.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.leap_matlab.</span></span><span class="sig-name descname"><span class="pre">LabelsLeapMatlabAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L22-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.leap_matlab.</span></span><span class="sig-name descname"><span class="pre">LabelsLeapMatlabAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L22-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L39-L44"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L39-L44"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L46-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L46-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L49-L50"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L49-L50"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L52-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L52-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -417,13 +390,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L55-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/leap_matlab.py#L55-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.leap_matlab.LabelsLeapMatlabAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
@@ -437,12 +410,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -451,7 +428,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -491,7 +467,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -518,8 +493,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.main.html b/develop/api/sleap.io.format.main.html
index 12d973e1f..b3f33ae95 100644
--- a/develop/api/sleap.io.format.main.html
+++ b/develop/api/sleap.io.format.main.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.main &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/doctools.js?v=9a2dae69"></script>
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-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.format.main';</script>
     <link rel="canonical" href="/develop/api/sleap.io.format.main.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -351,10 +324,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.main">
-<span id="sleap-io-format-main"></span><h1>sleap.io.format.main<a class="headerlink" href="#module-sleap.io.format.main" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-main"></span><h1>sleap.io.format.main<a class="headerlink" href="#module-sleap.io.format.main" title="Permalink to this heading">#</a></h1>
 <p>Read/write for multiple dataset formats.</p>
 <p>File adaptors provide a common API for code that reads and/or writes data files.
 Usually these are for reading or writing SLEAP datasets or something with
@@ -384,7 +357,7 @@ <h2> Contents </h2>
 also a non-default file extension for the <code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsV1Adaptor</span></code> adaptor.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.format.main.read">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.format.main.</span></span><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">for_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">as_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/main.py#L71-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.main.read" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.format.main.</span></span><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">for_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">object</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">as_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/main.py#L71-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.main.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads file using the appropriate file format adaptor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -409,7 +382,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.format.main.write">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.format.main.</span></span><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">as_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/main.py#L118-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.main.write" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.format.main.</span></span><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">as_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/main.py#L118-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.main.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes SLEAP dataset file using the appropriate file format adaptor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -440,12 +413,16 @@ <h2> Contents </h2>
 
               
               
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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+
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@@ -454,7 +431,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -484,7 +460,6 @@ <h2> Contents </h2>
   
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@@ -511,8 +486,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.io.format.ndx_pose.html b/develop/api/sleap.io.format.ndx_pose.html
index b593e1d9a..8e51cda5f 100644
--- a/develop/api/sleap.io.format.ndx_pose.html
+++ b/develop/api/sleap.io.format.ndx_pose.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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@@ -59,23 +62,19 @@
 
   
   
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-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
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+          name="__primary"
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+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
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-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
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-</div>
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-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,54 +335,54 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.ndx_pose">
-<span id="sleap-io-format-ndx-pose"></span><h1>sleap.io.format.ndx_pose<a class="headerlink" href="#module-sleap.io.format.ndx_pose" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-ndx-pose"></span><h1>sleap.io.format.ndx_pose<a class="headerlink" href="#module-sleap.io.format.ndx_pose" title="Permalink to this heading">#</a></h1>
 <p>Adaptor to read and write ndx-pose files.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.ndx_pose.</span></span><span class="sig-name descname"><span class="pre">NDXPoseAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L23-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.ndx_pose.</span></span><span class="sig-name descname"><span class="pre">NDXPoseAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L23-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><p>Adaptor to read and write ndx-pose files.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L42-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L42-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L45-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L45-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L48-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L48-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L51-L52"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L51-L52"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.format.adaptor.html#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.format.adaptor.html#sleap.io.format.adaptor.SleapObjectType" title="sleap.io.format.adaptor.SleapObjectType"><span class="pre">SleapObjectType</span></a></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -417,13 +390,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.read">
-<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L54-L168"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L54-L168"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Read the NWB file and returns the appropriate deserialized <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> object.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -437,7 +410,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.ndx_pose.NDXPoseAdaptor.write">
-<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Processed</span> <span class="pre">SLEAP</span> <span class="pre">pose</span> <span class="pre">data'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_start_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">datetime</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L170-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'Processed</span> <span class="pre">SLEAP</span> <span class="pre">pose</span> <span class="pre">data'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">session_start_time</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">datetime</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/ndx_pose.py#L170-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.ndx_pose.NDXPoseAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Write all <code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictedInstance</span></code> objects in a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> object to an NWB file.</p>
 <blockquote>
 <div><p>Use <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels.numpy</span></code> to create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">pynwb.NWBFile</span></code> with a separate
@@ -505,12 +478,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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@@ -519,7 +496,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
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@@ -560,7 +536,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -587,8 +562,8 @@ <h2> Contents </h2>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/api/sleap.io.format.nix.html b/develop/api/sleap.io.format.nix.html
index 13a2c82a1..3e733128b 100644
--- a/develop/api/sleap.io.format.nix.html
+++ b/develop/api/sleap.io.format.nix.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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@@ -14,40 +15,42 @@
   
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
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+          name="__primary"
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+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
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@@ -127,9 +116,6 @@
   
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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         <ul class="nav bd-sidenav">
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,13 +335,13 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.nix">
-<span id="sleap-io-format-nix"></span><h1>sleap.io.format.nix<a class="headerlink" href="#module-sleap.io.format.nix" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-nix"></span><h1>sleap.io.format.nix<a class="headerlink" href="#module-sleap.io.format.nix" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.nix.</span></span><span class="sig-name descname"><span class="pre">NixAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L15-L463"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.nix.</span></span><span class="sig-name descname"><span class="pre">NixAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L15-L463"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><p>Adaptor class for export of tracking analysis results to the generic
 [NIX](<a class="github reference external" href="https://github.com/g-node/nix">g-node/nix</a>) format.
 NIX defines a generic data model for scientific data that combines data and data
@@ -387,43 +360,43 @@ <h2> Contents </h2>
 <p>author: Jan Grewe (<a class="reference external" href="mailto:jan&#46;grewe&#37;&#52;&#48;g-node&#46;org">jan<span>&#46;</span>grewe<span>&#64;</span>g-node<span>&#46;</span>org</a>)</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.can_read_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L55-L58"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L55-L58"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L60-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L60-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.does_read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L64-L67"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.does_read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L64-L67"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.does_write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L69-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.does_write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L69-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -431,19 +404,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L74-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">object</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L74-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.nix.NixAdaptor.write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L98-L463"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">object</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/nix.py#L98-L463"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.nix.NixAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to a file.</p>
 </dd></dl>
 
@@ -457,12 +430,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -471,7 +448,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -512,7 +488,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -539,8 +514,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.io.format.sleap_analysis.html b/develop/api/sleap.io.format.sleap_analysis.html
index 59cdf678c..3bbc5f2b7 100644
--- a/develop/api/sleap.io.format.sleap_analysis.html
+++ b/develop/api/sleap.io.format.sleap_analysis.html
@@ -1,12 +1,13 @@
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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@@ -137,35 +123,23 @@
   
   
   
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -298,28 +273,26 @@
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+    <i class="fa-solid fa-magnifying-glass"></i>
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 </div></div>
       
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@@ -362,10 +335,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.sleap_analysis">
-<span id="sleap-io-format-sleap-analysis"></span><h1>sleap.io.format.sleap_analysis<a class="headerlink" href="#module-sleap.io.format.sleap_analysis" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-sleap-analysis"></span><h1>sleap.io.format.sleap_analysis<a class="headerlink" href="#module-sleap.io.format.sleap_analysis" title="Permalink to this heading">#</a></h1>
 <p>Adaptor to read and write analysis HDF5 files.</p>
 <p>These contain location and track data, but lack other metadata included in a
 full SLEAP dataset file.</p>
@@ -375,46 +348,46 @@ <h2> Contents </h2>
 with a <code class="xref py py-obj docutils literal notranslate"><span class="pre">track_occupancy</span></code> dataset.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.sleap_analysis.</span></span><span class="sig-name descname"><span class="pre">SleapAnalysisAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L24-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.sleap_analysis.</span></span><span class="sig-name descname"><span class="pre">SleapAnalysisAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L24-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L41-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L41-L48"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L50-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L50-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L53-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L53-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L56-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L56-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -422,19 +395,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.read">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L59-L124"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.read" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L59-L124"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.write">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L126-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.write" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/sleap_analysis.py#L126-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.sleap_analysis.SleapAnalysisAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes analysis file for <code class="xref py py-class docutils literal notranslate"><span class="pre">Labels</span></code> <code class="xref py py-obj docutils literal notranslate"><span class="pre">source_object</span></code>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -460,12 +433,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -474,7 +451,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -515,7 +491,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -542,8 +517,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.format.text.html b/develop/api/sleap.io.format.text.html
index f96300264..e1d0c3b44 100644
--- a/develop/api/sleap.io.format.text.html
+++ b/develop/api/sleap.io.format.text.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.format.text &#8212; SLEAP (v1.4.1a2)</title>
   
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   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
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     <link rel="canonical" href="/develop/api/sleap.io.format.text.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,54 +335,54 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.format.text">
-<span id="sleap-io-format-text"></span><h1>sleap.io.format.text<a class="headerlink" href="#module-sleap.io.format.text" title="Link to this heading">#</a></h1>
+<span id="sleap-io-format-text"></span><h1>sleap.io.format.text<a class="headerlink" href="#module-sleap.io.format.text" title="Permalink to this heading">#</a></h1>
 <p>Adaptor for reading and writing any generic text file.</p>
 <p>This is a good example of a very simple adaptor class.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.text.</span></span><span class="sig-name descname"><span class="pre">TextAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L11-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.format.text.</span></span><span class="sig-name descname"><span class="pre">TextAdaptor</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L11-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.all_exts">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.all_exts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">all_exts</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.all_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>List of all file extensions supported by adaptor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.can_read_file">
-<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L28-L29"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.can_read_file" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_read_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L28-L29"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.can_read_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can read this file.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.can_write_filename">
-<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L31-L32"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.can_write_filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">can_write_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L31-L32"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.can_write_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor can write format of this filename.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.default_ext">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.default_ext" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">default_ext</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.default_ext" title="Permalink to this definition">#</a></dt>
 <dd><p>The default file extension, e.g., ‘json’ (without ‘.’).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.does_read">
-<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L34-L35"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.does_read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_read</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L34-L35"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.does_read" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports reading.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.does_write">
-<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L37-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.does_write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">does_write</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L37-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.does_write" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns whether this adaptor supports writing.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.handles">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.handles" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">handles</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.handles" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the type of object that can be read/written.</p>
 <p>The Dispatch class calls this method on all registered adaptors to
 determine which to use for reading/writing.</p>
@@ -417,19 +390,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Human-reading name of the file format</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.read">
-<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L40-L41"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.read" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">read</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.format.filehandle.html#sleap.io.format.filehandle.FileHandle" title="sleap.io.format.filehandle.FileHandle"><span class="pre">FileHandle</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L40-L41"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.read" title="Permalink to this definition">#</a></dt>
 <dd><p>Reads the file and returns the appropriate deserialized object.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.format.text.TextAdaptor.write">
-<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L43-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.write" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_object</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/format/text.py#L43-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.format.text.TextAdaptor.write" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes the object to a file.</p>
 </dd></dl>
 
@@ -443,12 +416,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
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             </div>
@@ -457,7 +434,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -498,7 +474,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -525,8 +500,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.io.legacy.html b/develop/api/sleap.io.legacy.html
index ec622d873..f5bccaaab 100644
--- a/develop/api/sleap.io.legacy.html
+++ b/develop/api/sleap.io.legacy.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.legacy &#8212; SLEAP (v1.4.1a2)</title>
   
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
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+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.legacy';</script>
     <link rel="canonical" href="/develop/api/sleap.io.legacy.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -351,14 +324,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.legacy">
-<span id="sleap-io-legacy"></span><h1>sleap.io.legacy<a class="headerlink" href="#module-sleap.io.legacy" title="Link to this heading">#</a></h1>
+<span id="sleap-io-legacy"></span><h1>sleap.io.legacy<a class="headerlink" href="#module-sleap.io.legacy" title="Permalink to this heading">#</a></h1>
 <p>Module for legacy LEAP dataset.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.legacy.load_labels_json_old">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.legacy.</span></span><span class="sig-name descname"><span class="pre">load_labels_json_old</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsed_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_matlab_indexing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fix_rel_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/legacy.py#L174-L292"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.legacy.load_labels_json_old" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.legacy.</span></span><span class="sig-name descname"><span class="pre">load_labels_json_old</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsed_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_matlab_indexing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fix_rel_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/legacy.py#L174-L292"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.legacy.load_labels_json_old" title="Permalink to this definition">#</a></dt>
 <dd><p>Load predicted instances from Talmo’s old JSON format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -378,7 +351,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.legacy.load_predicted_labels_json_old">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.legacy.</span></span><span class="sig-name descname"><span class="pre">load_predicted_labels_json_old</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsed_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_matlab_indexing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fix_rel_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/legacy.py#L25-L171"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.legacy.load_predicted_labels_json_old" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.legacy.</span></span><span class="sig-name descname"><span class="pre">load_predicted_labels_json_old</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsed_json</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_matlab_indexing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fix_rel_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/legacy.py#L25-L171"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.legacy.load_predicted_labels_json_old" title="Permalink to this definition">#</a></dt>
 <dd><p>Load predicted instances from Talmo’s old JSON format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -404,12 +377,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -418,7 +395,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -448,7 +424,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -475,8 +450,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.pathutils.html b/develop/api/sleap.io.pathutils.html
index c3ddce153..75d8a1689 100644
--- a/develop/api/sleap.io.pathutils.html
+++ b/develop/api/sleap.io.pathutils.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.pathutils &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.pathutils';</script>
     <link rel="canonical" href="/develop/api/sleap.io.pathutils.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
 </script>
 
-
 <script>
 document.write(`
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -352,14 +325,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.pathutils">
-<span id="sleap-io-pathutils"></span><h1>sleap.io.pathutils<a class="headerlink" href="#module-sleap.io.pathutils" title="Link to this heading">#</a></h1>
+<span id="sleap-io-pathutils"></span><h1>sleap.io.pathutils<a class="headerlink" href="#module-sleap.io.pathutils" title="Permalink to this heading">#</a></h1>
 <p>Utilities for working with file paths.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.pathutils.filenames_prefix_change">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">filenames_prefix_change</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_prefix</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_prefix</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confirm_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L16-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.filenames_prefix_change" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">filenames_prefix_change</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">old_prefix</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_prefix</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confirm_callback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L16-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.filenames_prefix_change" title="Permalink to this definition">#</a></dt>
 <dd><p>Finds missing files by changing the initial part of paths.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -381,7 +354,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.pathutils.find_changed_subpath">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">find_changed_subpath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L78-L107"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.find_changed_subpath" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">find_changed_subpath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L78-L107"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.find_changed_subpath" title="Permalink to this definition">#</a></dt>
 <dd><p>Finds the smallest initial section of path that was changed.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -398,7 +371,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.pathutils.list_file_missing">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">list_file_missing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L11-L13"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.list_file_missing" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.pathutils.</span></span><span class="sig-name descname"><span class="pre">list_file_missing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/pathutils.py#L11-L13"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.pathutils.list_file_missing" title="Permalink to this definition">#</a></dt>
 <dd><p>Given a list of filenames, returns list of whether file exists.</p>
 </dd></dl>
 
@@ -410,12 +383,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -424,7 +401,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -455,7 +431,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -482,8 +457,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.io.video.html b/develop/api/sleap.io.video.html
index fc9ca6574..03150ea91 100644
--- a/develop/api/sleap.io.video.html
+++ b/develop/api/sleap.io.video.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.video &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
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+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.video';</script>
     <link rel="canonical" href="/develop/api/sleap.io.video.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -442,14 +415,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.video">
-<span id="sleap-io-video"></span><h1>sleap.io.video<a class="headerlink" href="#module-sleap.io.video" title="Link to this heading">#</a></h1>
+<span id="sleap-io-video"></span><h1>sleap.io.video<a class="headerlink" href="#module-sleap.io.video" title="Permalink to this heading">#</a></h1>
 <p>Video reading and writing interfaces for different formats.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.DummyVideo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">DummyVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dummy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L22-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.DummyVideo" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">DummyVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dummy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L23-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.DummyVideo" title="Permalink to this definition">#</a></dt>
 <dd><p>Fake video backend,returns frames with all zeros.</p>
 <p>This can be useful when you want to look at labels for a dataset but don’t
 have access to the real video.</p>
@@ -457,7 +430,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">HDF5Video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'channels_last'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convert_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L46-L336"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">HDF5Video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'channels_last'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convert_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L47-L336"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video" title="Permalink to this definition">#</a></dt>
 <dd><p>Video data stored as 4D datasets in HDF5 files.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -483,50 +456,50 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.check">
-<span class="sig-name descname"><span class="pre">check</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L82-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.check" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">check</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L82-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.check" title="Permalink to this definition">#</a></dt>
 <dd><p>Called by attrs to validates input format.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.close">
-<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L227-L233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.close" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L227-L233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.close" title="Permalink to this definition">#</a></dt>
 <dd><p>Close the HDF5 file object (if it’s open).</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.dtype">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.dtype" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.embedded_frame_inds">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">embedded_frame_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.embedded_frame_inds" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">embedded_frame_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.embedded_frame_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of frame indices with embedded images.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.enable_source_video">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">enable_source_video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.enable_source_video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">enable_source_video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.enable_source_video" title="Permalink to this definition">#</a></dt>
 <dd><p>If set to <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, will attempt to read from original video for frames not
 saved in the file.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L301-L336"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L301-L336"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a frame from the underlying HDF5 video data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -540,19 +513,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.has_embedded_images">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_embedded_images</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.has_embedded_images" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_embedded_images</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.has_embedded_images" title="Permalink to this definition">#</a></dt>
 <dd><p>Return <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> if the file was saved with cached frame images.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.height">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.height" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.height" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.last_frame_idx">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.last_frame_idx" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.last_frame_idx" title="Permalink to this definition">#</a></dt>
 <dd><p>The idx number of the last frame.</p>
 <p>Overrides method of base <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a> class for videos with
 select frames indexed by number from original video, since the last
@@ -561,7 +534,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L210-L225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L210-L225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if attributes match those of another video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -575,25 +548,25 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L296-L299"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.reset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L296-L299"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.HDF5Video.reset" title="Permalink to this definition">#</a></dt>
 <dd><p>Reloads the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.source_video">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">source_video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></em><a class="headerlink" href="#sleap.io.video.HDF5Video.source_video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">source_video</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></em><a class="headerlink" href="#sleap.io.video.HDF5Video.source_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the source video if available, otherwise return <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.source_video_available">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">source_video_available</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.source_video_available" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">source_video_available</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.HDF5Video.source_video_available" title="Permalink to this definition">#</a></dt>
 <dd><p>Return <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> if the source file is available for reading uncached frames.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.HDF5Video.width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.HDF5Video.width" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
@@ -601,7 +574,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">ImgStoreVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L610-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">ImgStoreVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L611-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo" title="Permalink to this definition">#</a></dt>
 <dd><p>Video data stored as an ImgStore dataset.</p>
 <p>See: <a class="github reference external" href="https://github.com/loopbio/imgstore">loopbio/imgstore</a>
 This class is just a lightweight wrapper for reading such datasets as
@@ -623,13 +596,13 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.close">
-<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L789-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.close" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">close</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L789-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.close" title="Permalink to this definition">#</a></dt>
 <dd><p>Close the imgstore if it isn’t already closed.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -640,19 +613,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.dtype">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.dtype" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_number</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L732-L763"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_number</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L732-L763"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a frame from the underlying ImgStore video data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -670,13 +643,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.height">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.height" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.height" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.imgstore">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">imgstore</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.imgstore" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">imgstore</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.imgstore" title="Permalink to this definition">#</a></dt>
 <dd><p>Get the underlying ImgStore object for this Video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -687,7 +660,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.last_frame_idx">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.last_frame_idx" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.last_frame_idx" title="Permalink to this definition">#</a></dt>
 <dd><p>The idx number of the last frame.</p>
 <p>Overrides method of base <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a> class for videos with
 select frames indexed by number from original video, since the last
@@ -696,7 +669,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L655-L668"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L655-L668"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if attributes match.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -710,7 +683,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.open">
-<span class="sig-name descname"><span class="pre">open</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L775-L787"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.open" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">open</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L775-L787"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.open" title="Permalink to this definition">#</a></dt>
 <dd><p>Open the image store if it isn’t already open.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -721,13 +694,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L727-L730"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.reset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L727-L730"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.reset" title="Permalink to this definition">#</a></dt>
 <dd><p>Reloads the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.ImgStoreVideo.width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.ImgStoreVideo.width" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
@@ -735,7 +708,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">MediaVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bgr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L339-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">MediaVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bgr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L340-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo" title="Permalink to this definition">#</a></dt>
 <dd><p>Video data stored in traditional media formats readable by FFMPEG</p>
 <p>This class provides bare minimum read only interface on top of
 OpenCV’s VideoCapture class.</p>
@@ -751,43 +724,43 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.dtype">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.dtype" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.fps">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">fps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.io.video.MediaVideo.fps" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">fps</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.io.video.MediaVideo.fps" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns frames per second of video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L486-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L486-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.height">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.height" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.height" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.MediaVideo" title="sleap.io.video.MediaVideo"><span class="pre">MediaVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L416-L430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.MediaVideo" title="sleap.io.video.MediaVideo"><span class="pre">MediaVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L416-L430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if attributes match those of another video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -801,13 +774,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bgr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L468-L484"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.reset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bgr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L468-L484"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.MediaVideo.reset" title="Permalink to this definition">#</a></dt>
 <dd><p>Reloads the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.MediaVideo.width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.MediaVideo.width" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
@@ -815,7 +788,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">NumpyVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L510-L607"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">NumpyVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L511-L607"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo" title="Permalink to this definition">#</a></dt>
 <dd><p>Video data stored as Numpy array.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -827,43 +800,43 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.dtype">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.dtype" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L598-L600"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L598-L600"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.height">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.height" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.height" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.is_missing">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.NumpyVideo.is_missing" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.NumpyVideo.is_missing" title="Permalink to this definition">#</a></dt>
 <dd><p>Return True if the video comes from a file and is missing.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.NumpyVideo" title="sleap.io.video.NumpyVideo"><span class="pre">NumpyVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L556-L566"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.NumpyVideo" title="sleap.io.video.NumpyVideo"><span class="pre">NumpyVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L556-L566"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if attributes match those of another video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -877,13 +850,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L593-L596"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.reset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L593-L596"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.NumpyVideo.reset" title="Permalink to this definition">#</a></dt>
 <dd><p>Reload the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.NumpyVideo.width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.NumpyVideo.width" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
@@ -891,7 +864,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">SingleImageVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L802-L997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">SingleImageVideo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L803-L997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo" title="Permalink to this definition">#</a></dt>
 <dd><p>Video wrapper for individual image files.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -900,37 +873,37 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.dtype">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.dtype" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">frames</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.frames" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L981-L997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L981-L997"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.height">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.height" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.height" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.SingleImageVideo" title="sleap.io.video.SingleImageVideo"><span class="pre">SingleImageVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L891-L901"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.SingleImageVideo" title="sleap.io.video.SingleImageVideo"><span class="pre">SingleImageVideo</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L891-L901"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if attributes match those of another video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -944,13 +917,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L947-L979"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.reset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L947-L979"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.SingleImageVideo.reset" title="Permalink to this definition">#</a></dt>
 <dd><p>Reloads the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.SingleImageVideo.width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.video.SingleImageVideo.width" title="Permalink to this definition">#</a></dt>
 <dd><p>See <a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><code class="xref py py-class docutils literal notranslate"><span class="pre">Video</span></code></a>.</p>
 </dd></dl>
 
@@ -958,7 +931,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.video.Video">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">Video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.NumpyVideo" title="sleap.io.video.NumpyVideo"><span class="pre">NumpyVideo</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.MediaVideo" title="sleap.io.video.MediaVideo"><span class="pre">MediaVideo</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.ImgStoreVideo" title="sleap.io.video.ImgStoreVideo"><span class="pre">ImgStoreVideo</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.SingleImageVideo" title="sleap.io.video.SingleImageVideo"><span class="pre">SingleImageVideo</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.DummyVideo" title="sleap.io.video.DummyVideo"><span class="pre">DummyVideo</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1000-L1620"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">Video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.io.video.HDF5Video" title="sleap.io.video.HDF5Video"><span class="pre">HDF5Video</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.NumpyVideo" title="sleap.io.video.NumpyVideo"><span class="pre">NumpyVideo</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.MediaVideo" title="sleap.io.video.MediaVideo"><span class="pre">MediaVideo</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.ImgStoreVideo" title="sleap.io.video.ImgStoreVideo"><span class="pre">ImgStoreVideo</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.SingleImageVideo" title="sleap.io.video.SingleImageVideo"><span class="pre">SingleImageVideo</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.io.video.DummyVideo" title="sleap.io.video.DummyVideo"><span class="pre">DummyVideo</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1001-L1620"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video" title="Permalink to this definition">#</a></dt>
 <dd><p>The top-level interface to any Video data used by SLEAP.</p>
 <p>This class provides a common interface for various supported video data
 backends. It provides the bare minimum of properties and methods that
@@ -999,7 +972,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.cattr">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">cattr</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1540-L1560"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.cattr" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">cattr</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1540-L1560"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.cattr" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a cattr converter for serialiazing/deserializing Video objects.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1010,7 +983,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.fixup_path">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">fixup_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_error</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_warning</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1562-L1620"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.fixup_path" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">fixup_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_error</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_warning</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1562-L1620"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.fixup_path" title="Permalink to this definition">#</a></dt>
 <dd><p>Try to locate video if the given path doesn’t work.</p>
 <p>Given a path to a video try to find it. This is attempt to make the
 paths serialized for different video objects portable across multiple
@@ -1042,7 +1015,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.from_filename">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1243-L1283"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_filename" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1243-L1283"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of a video object, auto-detecting the backend.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1072,7 +1045,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.from_hdf5">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dataset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">File</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'channels_last'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convert_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1158-L1189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_hdf5" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dataset</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">File</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'channels_last'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convert_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1158-L1189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of a video object from an HDF5 file and dataset.</p>
 <p>This is a helper method that invokes the HDF5Video backend.</p>
 <dl class="field-list simple">
@@ -1094,13 +1067,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.from_image_filenames">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_image_filenames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1226-L1241"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_image_filenames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_image_filenames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1226-L1241"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_image_filenames" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of a SingleImageVideo from individual image file(s).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.from_media">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_media</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1208-L1224"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_media" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_media</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1208-L1224"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_media" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of a video object from a typical media file.</p>
 <p>For example, mp4, avi, or other types readable by FFMPEG.</p>
 <dl class="field-list simple">
@@ -1119,7 +1092,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.from_numpy">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1191-L1206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_numpy" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1191-L1206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.from_numpy" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of a video object from a numpy array.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1137,7 +1110,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.get_frame">
-<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1094-L1104"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frame" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1094-L1104"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frame" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a single frame of video from the underlying video data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1151,7 +1124,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.get_frames">
-<span class="sig-name descname"><span class="pre">get_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idxs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1106-L1117"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frames" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idxs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1106-L1117"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a collection of video frames from the underlying video data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1165,7 +1138,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.get_frames_safely">
-<span class="sig-name descname"><span class="pre">get_frames_safely</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idxs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1119-L1150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frames_safely" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_frames_safely</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idxs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1119-L1150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.get_frames_safely" title="Permalink to this definition">#</a></dt>
 <dd><p>Return list of frame indices and frames which were successfully loaded.
 :param idxs: An iterable object that contains the indices of frames.</p>
 <dl>
@@ -1180,7 +1153,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.imgstore_from_filenames">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">imgstore_from_filenames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1285-L1316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.imgstore_from_filenames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">imgstore_from_filenames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filenames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1285-L1316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.imgstore_from_filenames" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an imgstore from a list of image files.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1197,31 +1170,31 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.Video.is_missing">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.Video.is_missing" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_missing</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.io.video.Video.is_missing" title="Permalink to this definition">#</a></dt>
 <dd><p>Return True if the video is a file and is not present.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.Video.last_frame_idx">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.Video.last_frame_idx" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">last_frame_idx</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.Video.last_frame_idx" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the index number of the last frame. Usually <code class="xref py py-obj docutils literal notranslate"><span class="pre">num_frames</span> <span class="pre">-</span> <span class="pre">1</span></code>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.Video.num_frames">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">num_frames</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.Video.num_frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">num_frames</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.io.video.Video.num_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of frames in the video.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.io.video.Video.shape">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">shape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.video.Video.shape" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">shape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.io.video.Video.shape" title="Permalink to this definition">#</a></dt>
 <dd><p>Return tuple of (frame count, height, width, channels).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.to_hdf5">
-<span class="sig-name descname"><span class="pre">to_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_numbers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1399-L1493"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_hdf5" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_numbers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1399-L1493"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert frames from arbitrary video backend to HDF5Video.</p>
 <p>Used for building an HDF5 that holds all data needed for training.</p>
 <dl class="field-list simple">
@@ -1250,7 +1223,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.to_imgstore">
-<span class="sig-name descname"><span class="pre">to_imgstore</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_numbers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1318-L1397"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_imgstore" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_imgstore</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_numbers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'png'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">index_by_original</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1318-L1397"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_imgstore" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert frames from arbitrary video backend to ImgStoreVideo.</p>
 <p>This should facilitate conversion of any video to a loopbio imgstore.</p>
 <dl class="field-list simple">
@@ -1280,7 +1253,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.video.Video.to_pipeline">
-<span class="sig-name descname"><span class="pre">to_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">sleap.pipelines.Pipeline</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1495-L1527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">sleap.pipelines.Pipeline</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1495-L1527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.Video.to_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a pipeline for reading the video.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1304,7 +1277,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.video.available_video_exts">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">available_video_exts</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1623-L1635"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.available_video_exts" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">available_video_exts</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1623-L1635"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.available_video_exts" title="Permalink to this definition">#</a></dt>
 <dd><p>Return tuple of supported video extensions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1315,7 +1288,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.video.load_video">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">load_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale:</span> <span class="pre">bool</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset=&lt;class</span> <span class="pre">'NoneType'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_first:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1638-L1684"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.load_video" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.video.</span></span><span class="sig-name descname"><span class="pre">load_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename:</span> <span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grayscale:</span> <span class="pre">~typing.Optional[bool]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset=&lt;class</span> <span class="pre">'NoneType'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels_first:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/video.py#L1638-L1684"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.video.load_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Open a video from disk.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1364,12 +1337,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1378,7 +1355,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1499,7 +1475,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -1526,8 +1501,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.io.videowriter.html b/develop/api/sleap.io.videowriter.html
index d16f0a5e4..e68d00303 100644
--- a/develop/api/sleap.io.videowriter.html
+++ b/develop/api/sleap.io.videowriter.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.videowriter &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.videowriter';</script>
     <link rel="canonical" href="/develop/api/sleap.io.videowriter.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -364,10 +337,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.videowriter">
-<span id="sleap-io-videowriter"></span><h1>sleap.io.videowriter<a class="headerlink" href="#module-sleap.io.videowriter" title="Link to this heading">#</a></h1>
+<span id="sleap-io-videowriter"></span><h1>sleap.io.videowriter<a class="headerlink" href="#module-sleap.io.videowriter" title="Permalink to this heading">#</a></h1>
 <p>Module for writing avi/mp4 videos.</p>
 <p>Usage:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&gt;</span> <span class="n">writer</span> <span class="o">=</span> <span class="n">VideoWriter</span><span class="o">.</span><span class="n">safe_builder</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">height</span><span class="p">,</span> <span class="n">width</span><span class="p">,</span> <span class="n">fps</span><span class="p">)</span>
@@ -377,17 +350,17 @@ <h2> Contents </h2>
 </div>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L18-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L18-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter" title="Permalink to this definition">#</a></dt>
 <dd><p>Abstract base class for writing avi/mp4 videos.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriter.can_use_ffmpeg">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">can_use_ffmpeg</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L41-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter.can_use_ffmpeg" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">can_use_ffmpeg</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L41-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter.can_use_ffmpeg" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if ffmpeg is available for writing videos.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriter.safe_builder">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">safe_builder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L33-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter.safe_builder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">safe_builder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L33-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriter.safe_builder" title="Permalink to this definition">#</a></dt>
 <dd><p>Builds VideoWriter based on available dependencies.</p>
 </dd></dl>
 
@@ -395,35 +368,35 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriterImageio</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'superfast'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L76-L127"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriterImageio</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'superfast'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L76-L127"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes video using imageio as a wrapper for ffmpeg.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to video file to save to.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.height">
-<span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">height</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.height" title="Permalink to this definition">#</a></dt>
 <dd><p>Height of movie frames.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.width">
-<span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.width" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">width</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.width" title="Permalink to this definition">#</a></dt>
 <dd><p>Width of movie frames.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.fps">
-<span class="sig-name descname"><span class="pre">fps</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.fps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">fps</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.fps" title="Permalink to this definition">#</a></dt>
 <dd><p>Playback framerate to save at.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.crf">
-<span class="sig-name descname"><span class="pre">crf</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.crf" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crf</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.crf" title="Permalink to this definition">#</a></dt>
 <dd><p>Compression rate factor to control lossiness of video. Values go from
 2 to 32, with numbers in the 18 to 30 range being most common. Lower values
 mean less compressed/higher quality.</p>
@@ -431,7 +404,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterImageio.preset">
-<span class="sig-name descname"><span class="pre">preset</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.preset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">preset</span></span><a class="headerlink" href="#sleap.io.videowriter.VideoWriterImageio.preset" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the libx264 preset to use (default: “superfast”).</p>
 </dd></dl>
 
@@ -439,7 +412,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.videowriter.VideoWriterOpenCV">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriterOpenCV</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L60-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriterOpenCV" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.videowriter.</span></span><span class="sig-name descname"><span class="pre">VideoWriterOpenCV</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/videowriter.py#L60-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.videowriter.VideoWriterOpenCV" title="Permalink to this definition">#</a></dt>
 <dd><p>Writes video using OpenCV as wrapper for ffmpeg.</p>
 </dd></dl>
 
@@ -451,12 +424,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -465,7 +442,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -508,7 +484,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -535,8 +510,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.io.visuals.html b/develop/api/sleap.io.visuals.html
index b32d5f8a8..ac7efe953 100644
--- a/develop/api/sleap.io.visuals.html
+++ b/develop/api/sleap.io.visuals.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.io.visuals &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.io.visuals';</script>
     <link rel="canonical" href="/develop/api/sleap.io.visuals.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -358,14 +331,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.io.visuals">
-<span id="sleap-io-visuals"></span><h1>sleap.io.visuals<a class="headerlink" href="#module-sleap.io.visuals" title="Link to this heading">#</a></h1>
+<span id="sleap-io-visuals"></span><h1>sleap.io.visuals<a class="headerlink" href="#module-sleap.io.visuals" title="Permalink to this heading">#</a></h1>
 <p>Module for generating videos with visual annotation overlays.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.io.visuals.VideoMarkerThread">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">VideoMarkerThread</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_is_wedge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_xy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_manager</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ColorManager</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">palette</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'standard'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distinctly_color</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L174-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.VideoMarkerThread" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">VideoMarkerThread</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_is_wedge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_xy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_manager</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ColorManager</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">palette</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'standard'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distinctly_color</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L174-L507"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.VideoMarkerThread" title="Permalink to this definition">#</a></dt>
 <dd><p>Annotate frame images (draw instances).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -384,7 +357,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.io.visuals.VideoMarkerThread.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L244-L247"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.VideoMarkerThread.run" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L244-L247"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.VideoMarkerThread.run" title="Permalink to this definition">#</a></dt>
 <dd><p>Method representing the thread’s activity.</p>
 <p>You may override this method in a subclass. The standard run() method
 invokes the callable object passed to the object’s constructor as the
@@ -396,13 +369,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.visuals.img_to_cv">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">img_to_cv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L620-L628"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.img_to_cv" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">img_to_cv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L620-L628"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.img_to_cv" title="Permalink to this definition">#</a></dt>
 <dd><p>Prepares frame image as needed for opencv.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.visuals.reader">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">reader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'original'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L30-L104"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.reader" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">reader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">out_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'original'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L30-L104"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.reader" title="Permalink to this definition">#</a></dt>
 <dd><p>Read frame images from video and send them into queue.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -423,13 +396,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.visuals.resize_image">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">resize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L631-L644"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.resize_image" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">resize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L631-L644"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.resize_image" title="Permalink to this definition">#</a></dt>
 <dd><p>Resizes single image with shape (height, width, channels).</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.visuals.save_labeled_video">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">save_labeled_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_xy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'original'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_is_wedge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_manager</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ColorManager</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">palette</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'standard'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distinctly_color</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui_progress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L510-L613"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.save_labeled_video" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">save_labeled_video</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_xy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">background</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'original'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">show_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_is_wedge</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_manager</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ColorManager</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">palette</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'standard'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distinctly_color</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gui_progress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L510-L613"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.save_labeled_video" title="Permalink to this definition">#</a></dt>
 <dd><p>Function to generate and save video with annotations.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -462,7 +435,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.io.visuals.writer">
-<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">writer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_queue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L107-L171"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.writer" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.io.visuals.</span></span><span class="sig-name descname"><span class="pre">writer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_q</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_queue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Queue</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/io/visuals.py#L107-L171"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.io.visuals.writer" title="Permalink to this definition">#</a></dt>
 <dd><p>Write annotated images to video.</p>
 <p>Image size is determined by the first image received in queue.</p>
 <dl class="field-list simple">
@@ -490,12 +463,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -504,7 +481,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -541,7 +517,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -568,8 +543,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.message.html b/develop/api/sleap.message.html
index a57ef5b52..b87ff54e3 100644
--- a/develop/api/sleap.message.html
+++ b/develop/api/sleap.message.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.message &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
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+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.message';</script>
     <link rel="canonical" href="/develop/api/sleap.message.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,10 +334,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.message">
-<span id="sleap-message"></span><h1>sleap.message<a class="headerlink" href="#module-sleap.message" title="Link to this heading">#</a></h1>
+<span id="sleap-message"></span><h1>sleap.message<a class="headerlink" href="#module-sleap.message" title="Permalink to this heading">#</a></h1>
 <p>Module with classes for sending and receiving messages between processes.</p>
 <p>These use ZMQ pub/sub sockets.</p>
 <p>Most of the time you’ll want the PairedSender and PairedReceiver.
@@ -373,23 +346,23 @@ <h2> Contents </h2>
 <p>Each message is either dictionary or dictionary + numpy ndarray.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.message.BaseMessageParticipant">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">BaseMessageParticipant</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Context</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Socket</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L21-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.BaseMessageParticipant" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">BaseMessageParticipant</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Context</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Socket</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L22-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.BaseMessageParticipant" title="Permalink to this definition">#</a></dt>
 <dd><p>Base class for simple Sender and Receiver.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.message.Receiver">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">Receiver</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Context</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Socket</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">message_queue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L41-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">Receiver</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Context</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Socket</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">message_queue</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L42-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver" title="Permalink to this definition">#</a></dt>
 <dd><p>Receives messages from corresponding Sender.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.message.Receiver.check_message">
-<span class="sig-name descname"><span class="pre">check_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Any</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L75-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.check_message" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">check_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Any</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L75-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.check_message" title="Permalink to this definition">#</a></dt>
 <dd><p>Attempt to receive a single message.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.message.Receiver.check_messages">
-<span class="sig-name descname"><span class="pre">check_messages</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">times_to_check</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L88-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.check_messages" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">check_messages</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">times_to_check</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L88-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.check_messages" title="Permalink to this definition">#</a></dt>
 <dd><p>Attempt to receive multiple messages.</p>
 <p>This method allows us to keep up with the messages by getting
 multiple messages that have been sent since the last check.
@@ -399,7 +372,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.message.Receiver.push_back_message">
-<span class="sig-name descname"><span class="pre">push_back_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L58-L60"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.push_back_message" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">push_back_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L58-L60"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Receiver.push_back_message" title="Permalink to this definition">#</a></dt>
 <dd><p>Act like we didn’t receive this message yet.</p>
 </dd></dl>
 
@@ -407,17 +380,17 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.message.Sender">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">Sender</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Context</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Socket</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L118-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.message.</span></span><span class="sig-name descname"><span class="pre">Sender</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Context</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">socket</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Socket</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L119-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender" title="Permalink to this definition">#</a></dt>
 <dd><p>Publishes messages to corresponding Receiver.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.message.Sender.send_array">
-<span class="sig-name descname"><span class="pre">send_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">header_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">A</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L137-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender.send_array" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">send_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">header_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">A</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L137-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender.send_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Sends dictionary + numpy ndarray.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.message.Sender.send_dict">
-<span class="sig-name descname"><span class="pre">send_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L131-L135"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender.send_dict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">send_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/message.py#L131-L135"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.message.Sender.send_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Sends dictionary.</p>
 </dd></dl>
 
@@ -431,12 +404,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -445,7 +422,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -485,7 +461,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -512,8 +487,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.nn.architectures.common.html b/develop/api/sleap.nn.architectures.common.html
index 98c2df362..51f86cbb8 100644
--- a/develop/api/sleap.nn.architectures.common.html
+++ b/develop/api/sleap.nn.architectures.common.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.architectures.common &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
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+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
-    <script src="../_static/doctools.js?v=9a2dae69"></script>
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+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.architectures.common';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.architectures.common.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
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-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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@@ -127,9 +116,6 @@
   
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
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     <span class="fa-solid fa-list"></span>
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+</label>
 </div></div>
       
     </div>
@@ -355,19 +328,19 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.common">
-<span id="sleap-nn-architectures-common"></span><h1>sleap.nn.architectures.common<a class="headerlink" href="#module-sleap.nn.architectures.common" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-common"></span><h1>sleap.nn.architectures.common<a class="headerlink" href="#module-sleap.nn.architectures.common" title="Permalink to this heading">#</a></h1>
 <p>Common utilities for architecture and model building.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.common.IntermediateFeature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.common.</span></span><span class="sig-name descname"><span class="pre">IntermediateFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tensor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/common.py#L7-L27"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.common.</span></span><span class="sig-name descname"><span class="pre">IntermediateFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tensor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/common.py#L8-L27"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature" title="Permalink to this definition">#</a></dt>
 <dd><p>Intermediate feature tensor for use in skip connections.</p>
 <p>This class is effectively a named tuple to store the stride (resolution) metadata.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.common.IntermediateFeature.tensor">
-<span class="sig-name descname"><span class="pre">tensor</span></span><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.tensor" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tensor</span></span><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.tensor" title="Permalink to this definition">#</a></dt>
 <dd><p>The tensor output from an intermediate layer.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -378,7 +351,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.common.IntermediateFeature.stride">
-<span class="sig-name descname"><span class="pre">stride</span></span><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stride</span></span><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the tensor relative to the input.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -389,7 +362,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.common.IntermediateFeature.scale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">scale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.scale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">scale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.architectures.common.IntermediateFeature.scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the absolute scale of the tensor relative to the input.</p>
 <p>This is equivalent to the reciprocal of the stride, e.g., stride 2 =&gt; scale 0.5.</p>
 </dd></dl>
@@ -404,12 +377,16 @@ <h2> Contents </h2>
 
               
               
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -418,7 +395,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
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@@ -452,7 +428,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -479,8 +454,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.architectures.encoder_decoder.html b/develop/api/sleap.nn.architectures.encoder_decoder.html
index ea1da811e..11514fef3 100644
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+++ b/develop/api/sleap.nn.architectures.encoder_decoder.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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@@ -97,23 +96,13 @@
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
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+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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@@ -298,28 +273,26 @@
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@@ -414,10 +387,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.encoder_decoder">
-<span id="sleap-nn-architectures-encoder-decoder"></span><h1>sleap.nn.architectures.encoder_decoder<a class="headerlink" href="#module-sleap.nn.architectures.encoder_decoder" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-encoder-decoder"></span><h1>sleap.nn.architectures.encoder_decoder<a class="headerlink" href="#module-sleap.nn.architectures.encoder_decoder" title="Permalink to this heading">#</a></h1>
 <p>Generic encoder-decoder fully convolutional backbones.</p>
 <p>This module contains building blocks for creating encoder-decoder architectures of
 general form.</p>
@@ -445,11 +418,11 @@ <h2> Contents </h2>
 <p>See the <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder" title="sleap.nn.architectures.encoder_decoder.EncoderDecoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EncoderDecoder</span></code></a> base class for requirements for creating new architectures.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.DecoderBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">DecoderBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L147-L182"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">DecoderBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L148-L182"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Base class for decoder blocks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.DecoderBlock.upsampling_stride">
-<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock.upsampling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock.upsampling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The striding of the upsampling layer. This is typically set
 to 2, such that the input tensor doubles in size after the block, but can be
 set higher to upsample in fewer steps.</p>
@@ -462,7 +435,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.DecoderBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'upsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L159-L182"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'upsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L159-L182"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the decoder block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -486,11 +459,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">EncoderBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L36-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">EncoderBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L37-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Base class for encoder blocks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderBlock.pool">
-<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.pool" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.pool" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies max pooling at the end of the block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -501,7 +474,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderBlock.pooling_stride">
-<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.pooling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.pooling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the max pooling operation. If 1, the output of this
 block will be at the same stride (== 1/scale) as the input.</p>
 <dl class="field-list simple">
@@ -513,7 +486,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L49-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L49-L53"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the encoder block from an input tensor.</p>
 </dd></dl>
 
@@ -521,14 +494,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">EncoderDecoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L402-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">EncoderDecoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L403-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder" title="Permalink to this definition">#</a></dt>
 <dd><p>General encoder-decoder base class.</p>
 <p>New architectures that follow the encoder-decoder pattern can be defined by
 inheriting from this class and implementing the <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_stack" title="sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_stack"><code class="xref py py-obj docutils literal notranslate"><span class="pre">encoder_stack</span></code></a> and <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_stack" title="sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_stack"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decoder_stack</span></code></a>
 methods.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.stacks">
-<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stacks" title="Permalink to this definition">#</a></dt>
 <dd><p>If greater than 1, the encoder-decoder architecture will be repeated.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -539,7 +512,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_features_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_features_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_features_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the relative stride of the final output of the decoder.</p>
 <p>This is equivalent to the stride of the decoder assuming that it is constructed
 from an input with stride 1.</p>
@@ -547,13 +520,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="sleap.nn.architectures.encoder_decoder.DecoderBlock"><span class="pre">DecoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="sleap.nn.architectures.encoder_decoder.DecoderBlock"><span class="pre">DecoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.decoder_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of decoder blocks that define the decoder.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_features_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_features_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_features_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the relative stride of the final output of the encoder.</p>
 <p>This is equivalent to the stride of the encoder assuming that it is constructed
 from an input with stride 1.</p>
@@ -561,13 +534,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.encoder_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of encoder blocks that define the encoder.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_backbone">
-<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L607-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_backbone" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L607-L676"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_backbone" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the entire encoder-decoder backbone.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -594,7 +567,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_decoder">
-<span class="sig-name descname"><span class="pre">make_decoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'dec'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L546-L605"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_decoder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_decoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source_features</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'dec'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L546-L605"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_decoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the encoder layers defined by the decoder stack configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -624,7 +597,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_encoder">
-<span class="sig-name descname"><span class="pre">make_encoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'enc'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L508-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_encoder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_encoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'enc'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L508-L544"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_encoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the encoder layers defined by the encoder stack configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -649,7 +622,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_stem">
-<span class="sig-name descname"><span class="pre">make_stem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stem'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L484-L506"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_stem" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_stem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stem'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L484-L506"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.make_stem" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the stem layers defined by the stem block configuration.</p>
 <p>Unlike in the encoder, the stem layers do not get repeated in stacked models.</p>
 <dl class="field-list simple">
@@ -670,19 +643,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.maximum_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.maximum_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.maximum_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the maximum stride that the input must be divisible by.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.output_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.output_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return stride of the output of the backbone.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_features_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_features_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_features_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_features_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the relative stride of the final output of the stem block.</p>
 <p>This is equivalent to the stride of the stem assuming that it is constructed
 from an input with stride 1.</p>
@@ -690,7 +663,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.EncoderDecoder.stem_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of encoder blocks that define the stem.</p>
 </dd></dl>
 
@@ -698,11 +671,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">SimpleConvBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pool_before_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L56-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">SimpleConvBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pool_before_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L57-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Flexible block of convolutions and max pooling.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool">
-<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies max pooling at the end of the block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -713,7 +686,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pooling_stride">
-<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pooling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pooling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the max pooling operation. If 1, the output of this
 block will be at the same stride (== 1/scale) as the input.</p>
 <dl class="field-list simple">
@@ -725,7 +698,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool_before_convs">
-<span class="sig-name descname"><span class="pre">pool_before_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool_before_convs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pool_before_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.pool_before_convs" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, max pooling is performed before convolutions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -736,7 +709,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.num_convs">
-<span class="sig-name descname"><span class="pre">num_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.num_convs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">num_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.num_convs" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of convolution layers with activation. All attributes below
 are the same for all convolution layers within the block.</p>
 <dl class="field-list simple">
@@ -748,7 +721,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of convolutional kernel filters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -759,7 +732,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.kernel_size">
-<span class="sig-name descname"><span class="pre">kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of convolutional kernels (== height == width).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -770,7 +743,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.use_bias">
-<span class="sig-name descname"><span class="pre">use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.use_bias" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.use_bias" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, convolution layers will not have a bias term.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -781,7 +754,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm">
-<span class="sig-name descname"><span class="pre">batch_norm</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_norm</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies batch normalization after each convolution.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -792,7 +765,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm_before_activation">
-<span class="sig-name descname"><span class="pre">batch_norm_before_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm_before_activation" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_norm_before_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.batch_norm_before_activation" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, batch normalization is applied to the
 features computed from the linear convolution operation before the
 activation function, i.e.:</p>
@@ -812,7 +785,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.activation">
-<span class="sig-name descname"><span class="pre">activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.activation" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of activation function (typically “relu” or “linear”).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -823,7 +796,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.block_prefix">
-<span class="sig-name descname"><span class="pre">block_prefix</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.block_prefix" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">block_prefix</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.block_prefix" title="Permalink to this definition">#</a></dt>
 <dd><p>String to append to the prefix provided at block creation time.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -838,7 +811,7 @@ <h2> Contents </h2>
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleConvBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv_block'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L94-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv_block'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L94-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleConvBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -859,11 +832,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">SimpleUpsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'bilinear'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connection</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_add</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_first_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L185-L399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.encoder_decoder.</span></span><span class="sig-name descname"><span class="pre">SimpleUpsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'bilinear'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connection</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_add</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_first_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batch_norm_before_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'relu'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L186-L399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard block of upsampling with optional refinement and skip connections.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.upsampling_stride">
-<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.upsampling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.upsampling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The striding of the upsampling layer. This is typically set
 to 2, such that the input tensor doubles in size after the block, but can be
 set higher to upsample in fewer steps.</p>
@@ -876,7 +849,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv">
-<span class="sig-name descname"><span class="pre">transposed_conv</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use a strided transposed convolution to perform
 learnable upsampling. If False, interpolated upsampling will be used (see
 <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.interp_method" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.interp_method"><code class="xref py py-obj docutils literal notranslate"><span class="pre">interp_method</span></code></a>) and <code class="xref py py-obj docutils literal notranslate"><span class="pre">transposed_conv_*</span></code> attributes will have no effect.</p>
@@ -889,7 +862,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_filters">
-<span class="sig-name descname"><span class="pre">transposed_conv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer that specifies the number of filters in the
 transposed convolution layer.</p>
 <dl class="field-list simple">
@@ -901,7 +874,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_kernel_size">
-<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of the kernel for the transposed convolution.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -912,7 +885,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_use_bias">
-<span class="sig-name descname"><span class="pre">transposed_conv_use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_use_bias" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_use_bias" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, transposed convolution layers will not have
 a bias term.</p>
 <dl class="field-list simple">
@@ -924,7 +897,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm">
-<span class="sig-name descname"><span class="pre">transposed_conv_batch_norm</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_batch_norm</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies batch normalization after the
 transposed convolution.</p>
 <dl class="field-list simple">
@@ -936,7 +909,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm_before_activation">
-<span class="sig-name descname"><span class="pre">transposed_conv_batch_norm_before_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm_before_activation" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_batch_norm_before_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_batch_norm_before_activation" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, batch normalization is
 applied to the features computed from the linear transposed convolution
 operation before the activation function, i.e.:</p>
@@ -956,7 +929,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_activation">
-<span class="sig-name descname"><span class="pre">transposed_conv_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_activation" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv_activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of activation function (typically “relu” or
 “linear”).</p>
 <dl class="field-list simple">
@@ -968,7 +941,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.interp_method">
-<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.interp_method" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.interp_method" title="Permalink to this definition">#</a></dt>
 <dd><p>String specifying the type of interpolation to use if
 <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.transposed_conv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transposed_conv</span></code></a> is set to False. This can be <code class="xref py py-obj docutils literal notranslate"><span class="pre">bilinear</span></code> or <code class="xref py py-obj docutils literal notranslate"><span class="pre">nearest</span></code>. See
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.layers.UpSampling2D</span></code> for more details on the implementation.</p>
@@ -981,7 +954,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_connection">
-<span class="sig-name descname"><span class="pre">skip_connection</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_connection" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connection</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_connection" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the block will form a skip connection with source
 features if provided during instantiation in the <a class="reference internal" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.make_block" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.make_block"><code class="xref py py-obj docutils literal notranslate"><span class="pre">make_block</span></code></a> method. If
 False, no skip connection will be formed even if a source feature is
@@ -995,7 +968,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_add">
-<span class="sig-name descname"><span class="pre">skip_add</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_add" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_add</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.skip_add" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the skip connection will be formed by adding the source
 feature to the output of the upsampling operation. If they have different
 number of channels, a 1x1 linear convolution will be applied to the source
@@ -1010,7 +983,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs">
-<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs" title="Permalink to this definition">#</a></dt>
 <dd><p>If greater than 0, specifies the number of convolutions that will
 be applied after the upsampling step. These layers can serve the purpose of
 “mixing” the skip connection fused features, or to refine the current
@@ -1028,19 +1001,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_first_filters">
-<span class="sig-name descname"><span class="pre">refine_convs_first_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_first_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_first_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_first_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>If not None, the first refinement conv layer will
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 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_filters">
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+<span class="sig-name descname"><span class="pre">refine_convs_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies the number of filters to use for the refinement
 convolutions.</p>
 <dl class="field-list simple">
@@ -1052,7 +1025,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_kernel_size">
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+<span class="sig-name descname"><span class="pre">refine_convs_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of the kernel for the refinement convolution.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1063,7 +1036,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_use_bias">
-<span class="sig-name descname"><span class="pre">refine_convs_use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_use_bias" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_use_bias</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_use_bias" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, refinement convolution layers will not have a
 bias term.</p>
 <dl class="field-list simple">
@@ -1075,7 +1048,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_batch_norm">
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+<span class="sig-name descname"><span class="pre">refine_convs_batch_norm</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_batch_norm" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies batch normalization after each
 refinement convolution.</p>
 <dl class="field-list simple">
@@ -1087,7 +1060,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_batch_norm_before_activation">
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+<span class="sig-name descname"><span class="pre">refine_convs_batch_norm_before_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_batch_norm_before_activation" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, batch normalization is
 applied to the features computed from each linear refinement convolution
 operation before the activation function, i.e.:</p>
@@ -1107,7 +1080,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_activation">
-<span class="sig-name descname"><span class="pre">refine_convs_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_activation" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_activation</span></span><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.refine_convs_activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of activation function (typically “relu” or
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 <dl class="field-list simple">
@@ -1123,7 +1096,7 @@ <h2> Contents </h2>
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 <dt class="sig sig-object py" id="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.make_block">
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+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'upsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/encoder_decoder.py#L275-L399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the decoder block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1154,12 +1127,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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+</div></div>
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+
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@@ -1168,7 +1145,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1261,7 +1237,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -1288,8 +1263,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.architectures.hourglass.html b/develop/api/sleap.nn.architectures.hourglass.html
index db0209b68..fa81159a2 100644
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+++ b/develop/api/sleap.nn.architectures.hourglass.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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@@ -59,23 +62,19 @@
 
   
   
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   <input type="checkbox"
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@@ -97,23 +96,13 @@
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -385,15 +358,15 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.hourglass">
-<span id="sleap-nn-architectures-hourglass"></span><h1>sleap.nn.architectures.hourglass<a class="headerlink" href="#module-sleap.nn.architectures.hourglass" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-hourglass"></span><h1>sleap.nn.architectures.hourglass<a class="headerlink" href="#module-sleap.nn.architectures.hourglass" title="Permalink to this heading">#</a></h1>
 <p>This module provides a generalized implementation of (stacked) hourglass.</p>
 <p>See the <a class="reference internal" href="#sleap.nn.architectures.hourglass.Hourglass" title="sleap.nn.architectures.hourglass.Hourglass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Hourglass</span></code></a> class docstring for more information.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.DownsamplingBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">DownsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L103-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">DownsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L104-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Convolutional downsampling block of the hourglass.</p>
 <p>This block is the simplified convolution-only block described in the <a class="reference external" href="https://arxiv.org/abs/1611.05424">Associative
 Embedding paper</a>, not the original residual
@@ -405,7 +378,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.DownsamplingBlock.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of filters in the convolutional layer of the block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -416,7 +389,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.DownsamplingBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'downsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L121-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'downsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L121-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.DownsamplingBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -437,7 +410,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">Hourglass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_increase</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'nearest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L194-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">Hourglass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_increase</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'nearest'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L195-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass" title="Permalink to this definition">#</a></dt>
 <dd><p>Encoder-decoder definition of the (stacked) hourglass network backbone.</p>
 <p>This implements the architecture of the <a class="reference external" href="https://arxiv.org/abs/1611.05424">Associative Embedding paper</a>, which improves upon the architecture in the
 <a class="reference external" href="https://arxiv.org/abs/1603.06937">original hourglass paper</a>. The primary changes
@@ -449,7 +422,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.down_blocks">
-<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.down_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of downsampling blocks. The original implementation has 4
 downsampling blocks.</p>
 <dl class="field-list simple">
@@ -461,7 +434,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.up_blocks">
-<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.up_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.up_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of upsampling blocks. The original implementation is symmetric
 and has 4 upsampling blocks. If specifying more than 1 stack, this should be
 equal to down_blocks.</p>
@@ -474,7 +447,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.stem_filters">
-<span class="sig-name descname"><span class="pre">stem_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of filters to output from the stem block. This block of
 convolutions will not be repeated across stacks, so it serves as a
 convenient way to reduce the input image size while extracting fine-scale
@@ -488,7 +461,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.stem_stride">
-<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the stem block. This can be set to 1, 2 or 4. If &gt;1, this
 increases the spatial receptive field at the cost of losing fine details at
 higher resolution. In the original implementation this is 4.</p>
@@ -501,7 +474,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters. This will be the number of filters in the first
 block, where subsequent blocks will have an linearly increasing number of
 filters (see <a class="reference internal" href="#sleap.nn.architectures.hourglass.Hourglass.filter_increase" title="sleap.nn.architectures.hourglass.Hourglass.filter_increase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">filter_increase</span></code></a>). In the original implementation this is 256.</p>
@@ -514,7 +487,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.filter_increase">
-<span class="sig-name descname"><span class="pre">filter_increase</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.filter_increase" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filter_increase</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.filter_increase" title="Permalink to this definition">#</a></dt>
 <dd><p>Number to increment the number of filters in each subsequent
 block by. This number is added, not multiplied, at each block. In the
 original implementation this is 128.</p>
@@ -527,7 +500,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.interp_method">
-<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.interp_method" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.interp_method" title="Permalink to this definition">#</a></dt>
 <dd><p>Method for interpolation in the upsampling blocks. In the
 original implementation this is nearest neighbor interpolation. Valid values
 are “nearest” or “bilinear”.</p>
@@ -540,7 +513,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.stacks">
-<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of repeated stacks of symmetric downsampling -&gt; upsampling
 stacks. Intermediate outputs are returned which can be used to apply
 intermediate supervision.</p>
@@ -553,19 +526,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.decoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="sleap.nn.architectures.encoder_decoder.DecoderBlock"><span class="pre">DecoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.decoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.DecoderBlock" title="sleap.nn.architectures.encoder_decoder.DecoderBlock"><span class="pre">DecoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.decoder_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Define decoder stack configuration.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.encoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.encoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.encoder_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Define encoder stack configuration.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.HourglassConfig" title="sleap.nn.config.model.HourglassConfig"><span class="pre">HourglassConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.hourglass.Hourglass" title="sleap.nn.architectures.hourglass.Hourglass"><span class="pre">Hourglass</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L283-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.HourglassConfig" title="sleap.nn.config.model.HourglassConfig"><span class="pre">HourglassConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.hourglass.Hourglass" title="sleap.nn.architectures.hourglass.Hourglass"><span class="pre">Hourglass</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L283-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a model from a set of configuration parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -579,7 +552,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.Hourglass.stem_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.EncoderBlock" title="sleap.nn.architectures.encoder_decoder.EncoderBlock"><span class="pre">EncoderBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.hourglass.Hourglass.stem_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Define stem stack configuration.</p>
 </dd></dl>
 
@@ -587,7 +560,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">StemBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L48-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">StemBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L49-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Stem layers of the hourglass. These are not repeated with multiple stacks.</p>
 <dl class="simple">
 <dt>The default structure of this block is:</dt><dd><p>Conv(7 x 7 x filters, stride 2) -&gt; Conv(3 x 3 x 2*filters) -&gt; MaxPool(stride 2)
@@ -596,7 +569,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.pool">
-<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.pool" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.pool" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, pooling is applied. See <a class="reference internal" href="#sleap.nn.architectures.hourglass.StemBlock.pooling_stride" title="sleap.nn.architectures.hourglass.StemBlock.pooling_stride"><code class="xref py py-obj docutils literal notranslate"><span class="pre">pooling_stride</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -607,7 +580,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.pooling_stride">
-<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.pooling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.pooling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines how much pooling is applied within the stem block. If
 set to 1, no pooling is applied. If set to 2, the max pooling layer will
 have a stride of 2. If set to 4, the first convolution and the max pooling
@@ -621,7 +594,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of convolutional filters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -632,7 +605,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.output_filters">
-<span class="sig-name descname"><span class="pre">output_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.output_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.output_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of filters to output at the end of this block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -643,14 +616,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.first_conv_stride">
-<span class="sig-name descname"><span class="pre">first_conv_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.first_conv_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">first_conv_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.first_conv_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the first convolutional layer. Set to 1 to increase
 the effective spatial resolution of the initial activations.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.StemBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stem'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L73-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'stem'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L73-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.StemBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -671,7 +644,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.UpsamplingBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">UpsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'bilinear'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L140-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">UpsamplingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">interp_method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'bilinear'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L141-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Upsampling block that integrates skip connections with refinement.</p>
 <p>This block implements both the intermediate block after the skip connection from the
 downsampling path, as well as the upsampling block from the main network backbone
@@ -684,7 +657,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.UpsamplingBlock.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of filters in the output tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -695,7 +668,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.UpsamplingBlock.interp_method">
-<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.interp_method" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">interp_method</span></span><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.interp_method" title="Permalink to this definition">#</a></dt>
 <dd><p>Interpolation method for the upsampling step. In the original
 implementation, nearest neighbor interpolation was used. Valid values are
 “nearest” or “bilinear”.</p>
@@ -708,7 +681,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.UpsamplingBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'upsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L163-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'upsample'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L163-L191"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.UpsamplingBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the upsampling block from an input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -732,7 +705,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hourglass.conv">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">conv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L17-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.conv" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hourglass.</span></span><span class="sig-name descname"><span class="pre">conv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hourglass.py#L17-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hourglass.conv" title="Permalink to this definition">#</a></dt>
 <dd><p>Apply basic convolution with ReLU and batch normalization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -758,12 +731,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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             </div>
@@ -772,7 +749,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -836,7 +812,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -863,8 +838,8 @@ <h2> Contents </h2>
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   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.architectures.hrnet.html b/develop/api/sleap.nn.architectures.hrnet.html
index 9e85b4039..65484b1c3 100644
--- a/develop/api/sleap.nn.architectures.hrnet.html
+++ b/develop/api/sleap.nn.architectures.hrnet.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
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@@ -59,23 +62,19 @@
 
   
   
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-  
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+          name="__secondary"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
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@@ -127,9 +116,6 @@
   
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-
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
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-
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     <span class="fa-solid fa-list"></span>
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 </div></div>
       
     </div>
@@ -364,10 +337,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.hrnet">
-<span id="sleap-nn-architectures-hrnet"></span><h1>sleap.nn.architectures.hrnet<a class="headerlink" href="#module-sleap.nn.architectures.hrnet" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-hrnet"></span><h1>sleap.nn.architectures.hrnet<a class="headerlink" href="#module-sleap.nn.architectures.hrnet" title="Permalink to this heading">#</a></h1>
 <p>(Higher)HRNet backbone.</p>
 <p>This implementation is based on the PyTorch implementation of HRNet, modified to
 implement HigherHRNet’s configuration and new deconvolution heads.</p>
@@ -376,11 +349,11 @@ <h2> Contents </h2>
 <a class="reference external" href="https://arxiv.org/pdf/1908.10357.pdf">https://arxiv.org/pdf/1908.10357.pdf</a></p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">HigherHRNet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">C</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">18</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_downsampling_steps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_deconv_modules</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bottleneck</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deconv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bilinear_upsampling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L575-L645"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">HigherHRNet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">C</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">18</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_downsampling_steps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_deconv_modules</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bottleneck</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deconv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bilinear_upsampling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L576-L645"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet" title="Permalink to this definition">#</a></dt>
 <dd><p>HigherHRNet backbone.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.C">
-<span class="sig-name descname"><span class="pre">C</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.C" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">C</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.C" title="Permalink to this definition">#</a></dt>
 <dd><p>The variant of HRNet to use. The most common is HRNet32, which has ~30M
 params. This number is effectively the number of filters at the highest
 resolution output.</p>
@@ -393,7 +366,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.initial_downsampling_steps">
-<span class="sig-name descname"><span class="pre">initial_downsampling_steps</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.initial_downsampling_steps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">initial_downsampling_steps</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.initial_downsampling_steps" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of initial downsampling steps at the stem.
 Decrease if this introduces too much loss of resolution from the initial
 images.</p>
@@ -406,7 +379,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.n_deconv_modules">
-<span class="sig-name descname"><span class="pre">n_deconv_modules</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.n_deconv_modules" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">n_deconv_modules</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.n_deconv_modules" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of upsampling steps to perform at the head. If this is
 equal to initial_downsampling_steps, the output will be at the same scale as
 the input.</p>
@@ -419,7 +392,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.bottleneck">
-<span class="sig-name descname"><span class="pre">bottleneck</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.bottleneck" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">bottleneck</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.bottleneck" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, uses bottleneck blocks instead of simple residual blocks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -430,7 +403,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.deconv_filters">
-<span class="sig-name descname"><span class="pre">deconv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.deconv_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">deconv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.deconv_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of filters to use in deconv blocks if using transposed
 convolutions.</p>
 <dl class="field-list simple">
@@ -442,7 +415,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.bilinear_upsampling">
-<span class="sig-name descname"><span class="pre">bilinear_upsampling</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.bilinear_upsampling" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">bilinear_upsampling</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.bilinear_upsampling" title="Permalink to this definition">#</a></dt>
 <dd><p>Use bilinear upsampling instead of transposed convolutions
 at the output heads.</p>
 <dl class="field-list simple">
@@ -454,13 +427,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.down_blocks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.down_blocks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the number of downsampling steps in the model.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.output">
-<span class="sig-name descname"><span class="pre">output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_output_channels</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L604-L633"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.output" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_output_channels</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L604-L633"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.output" title="Permalink to this definition">#</a></dt>
 <dd><p>Builds the layers for this backbone and return the output tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -484,7 +457,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.HigherHRNet.output_scale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_scale</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.output_scale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_scale</span></span><a class="headerlink" href="#sleap.nn.architectures.hrnet.HigherHRNet.output_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns relative scaling factor of this backbone.</p>
 </dd></dl>
 
@@ -492,19 +465,19 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.adjust_prefix">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">adjust_prefix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L16-L25"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.adjust_prefix" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">adjust_prefix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L16-L25"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.adjust_prefix" title="Permalink to this definition">#</a></dt>
 <dd><p>Adds a delimiter if the prefix is not empty.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.bottleneck_block">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">bottleneck_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expansion_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L99-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.bottleneck_block" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">bottleneck_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expansion_rate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L99-L137"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.bottleneck_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Creates a convolutional block with bottleneck.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.hrnet.simple_block">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">simple_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">downsampling_layer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L61-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.simple_block" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.hrnet.</span></span><span class="sig-name descname"><span class="pre">simple_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">downsampling_layer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/hrnet.py#L61-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.hrnet.simple_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Creates a basic residual convolutional block.</p>
 </dd></dl>
 
@@ -516,12 +489,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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             </div>
@@ -530,7 +507,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -573,7 +549,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -600,8 +575,8 @@ <h2> Contents </h2>
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-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.architectures.leap.html b/develop/api/sleap.nn.architectures.leap.html
index 43ac8392d..d3b338a05 100644
--- a/develop/api/sleap.nn.architectures.leap.html
+++ b/develop/api/sleap.nn.architectures.leap.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.architectures.leap &#8212; SLEAP (v1.4.1a2)</title>
   
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
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+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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     <link rel="canonical" href="/develop/api/sleap.nn.architectures.leap.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
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   <input type="checkbox"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
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@@ -137,35 +123,23 @@
   
   
   
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- `);
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
 </script>
 
-
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 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
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 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,22 +335,22 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.leap">
-<span id="sleap-nn-architectures-leap"></span><h1>sleap.nn.architectures.leap<a class="headerlink" href="#module-sleap.nn.architectures.leap" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-leap"></span><h1>sleap.nn.architectures.leap<a class="headerlink" href="#module-sleap.nn.architectures.leap" title="Permalink to this heading">#</a></h1>
 <p>This module provides a generalized implementation of the LEAP CNN.</p>
 <p>See the <a class="reference internal" href="#sleap.nn.architectures.leap.LeapCNN" title="sleap.nn.architectures.leap.LeapCNN"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LeapCNN</span></code></a> class docstring for more information.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.leap.</span></span><span class="sig-name descname"><span class="pre">LeapCNN</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/leap.py#L14-L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.leap.</span></span><span class="sig-name descname"><span class="pre">LeapCNN</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/leap.py#L15-L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN" title="Permalink to this definition">#</a></dt>
 <dd><p>LEAP CNN from “Fast animal pose estimation using deep neural networks” (2019).</p>
 <p>This is a simple encoder-decoder style architecture without skip connections.</p>
 <p>This implementation is generalized from original paper (<a class="reference external" href="https://www.nature.com/articles/s41592-018-0234-5">Pereira et al., 2019</a>) and <a class="reference external" href="https://github.com/talmo/leap">code</a>.</p>
 <p>Using the defaults will create a network with ~10.8M parameters.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters in the first encoder block. More filters will
 increase the representational capacity of the network at the cost of memory
 and runtime.</p>
@@ -390,7 +363,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.filters_rate">
-<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to increase the number of filters by in each block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -401,7 +374,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.down_blocks">
-<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.down_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of blocks with pooling in the encoder. More down blocks will
 increase the effective maximum receptive field, but may incur loss of
 spatial precision.</p>
@@ -414,7 +387,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.down_convs_per_block">
-<span class="sig-name descname"><span class="pre">down_convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.down_convs_per_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">down_convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.down_convs_per_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of convolutions in each encoder block. More
 convolutions per block will increase the representational capacity of the
 network at the cost of memory and runtime.</p>
@@ -427,7 +400,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.up_blocks">
-<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of blocks with upsampling in the decoder. If this is equal to
 <a class="reference internal" href="#sleap.nn.architectures.leap.LeapCNN.down_blocks" title="sleap.nn.architectures.leap.LeapCNN.down_blocks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">down_blocks</span></code></a>, the output of this network will be at the same stride (scale)
 as the input.</p>
@@ -440,7 +413,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.up_interpolate">
-<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_interpolate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_interpolate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use bilinear interpolation instead of transposed
 convolutions for upsampling. Interpolation is faster but transposed
 convolutions may be able to learn richer or more complex upsampling to
@@ -456,7 +429,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.up_convs_per_block">
-<span class="sig-name descname"><span class="pre">up_convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_convs_per_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.up_convs_per_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of convolution layers after each upsampling
 operation. These will use the <a class="reference internal" href="#sleap.nn.architectures.leap.LeapCNN.filters" title="sleap.nn.architectures.leap.LeapCNN.filters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">filters</span></code></a> and <a class="reference internal" href="#sleap.nn.architectures.leap.LeapCNN.filters_rate" title="sleap.nn.architectures.leap.LeapCNN.filters_rate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">filters_rate</span></code></a> to progressively
 decrease the number of filters at each step.</p>
@@ -469,19 +442,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.leap.LeapCNN.decoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock"><span class="pre">SimpleUpsamplingBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.decoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock"><span class="pre">SimpleUpsamplingBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.decoder_stack" title="Permalink to this definition">#</a></dt>
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 <dl class="py property">
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+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="sleap.nn.architectures.encoder_decoder.SimpleConvBlock"><span class="pre">SimpleConvBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.encoder_stack" title="Permalink to this definition">#</a></dt>
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+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.LEAPConfig" title="sleap.nn.config.model.LEAPConfig"><span class="pre">LEAPConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.leap.LeapCNN" title="sleap.nn.architectures.leap.LeapCNN"><span class="pre">LeapCNN</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/leap.py#L109-L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.leap.LeapCNN.from_config" title="Permalink to this definition">#</a></dt>
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@@ -503,12 +476,16 @@ <h2> Contents </h2>
 
               
               
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       © Copyright 2019–2024, Talmo Lab.
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
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+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
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+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -224,7 +199,7 @@
 
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+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -361,10 +334,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.pretrained_encoders">
-<span id="sleap-nn-architectures-pretrained-encoders"></span><h1>sleap.nn.architectures.pretrained_encoders<a class="headerlink" href="#module-sleap.nn.architectures.pretrained_encoders" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-pretrained-encoders"></span><h1>sleap.nn.architectures.pretrained_encoders<a class="headerlink" href="#module-sleap.nn.architectures.pretrained_encoders" title="Permalink to this heading">#</a></h1>
 <p>Encoder-decoder backbones with pretrained encoder models.</p>
 <p>This module enables encoder-decoder style architectures using a wide range of
 state-of-the-art architectures as the encoder, with a UNet-like upsampling stack that
@@ -400,7 +373,7 @@ <h2> Contents </h2>
 THE SOFTWARE.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.pretrained_encoders.</span></span><span class="sig-name descname"><span class="pre">UnetPretrainedEncoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'efficientnetb0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(256,</span> <span class="pre">256,</span> <span class="pre">128,</span> <span class="pre">128)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L97-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.pretrained_encoders.</span></span><span class="sig-name descname"><span class="pre">UnetPretrainedEncoder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'efficientnetb0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(256,</span> <span class="pre">256,</span> <span class="pre">128,</span> <span class="pre">128)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L98-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder" title="Permalink to this definition">#</a></dt>
 <dd><p>UNet with an (optionally) pretrained encoder model.</p>
 <p>This backbone enables the use of a variety of popular neural network architectures
 for feature extraction in the backbone. These can be used with ImageNet-pretrained
@@ -413,7 +386,7 @@ <h2> Contents </h2>
 information on the individual backbones.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.encoder">
-<span class="sig-name descname"><span class="pre">encoder</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.encoder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">encoder</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.encoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the model to use as the encoder. Valid encoder names are:
 - <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;vgg16&quot;,</span> <span class="pre">&quot;vgg19&quot;,</span></code>
 - <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;resnet18&quot;,</span> <span class="pre">&quot;resnet34&quot;,</span> <span class="pre">&quot;resnet50&quot;,</span> <span class="pre">&quot;resnet101&quot;,</span> <span class="pre">&quot;resnet152&quot;</span></code>
@@ -439,7 +412,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.decoder_filters">
-<span class="sig-name descname"><span class="pre">decoder_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.decoder_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">decoder_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.decoder_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>A tuple of integers denoting the number of filters to use in
 the upsampling blocks of the decoder, starting from the lowest resolution
 block. The length of this attribute also specifies the number of upsampling
@@ -454,7 +427,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> (the default), load pretrained weights for the encoder. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, the same model architecture will be used for the encoder but the
 weights will be randomly initialized.</p>
@@ -467,13 +440,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.down_blocks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.down_blocks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of downsampling blocks in the encoder.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.PretrainedEncoderConfig" title="sleap.nn.config.model.PretrainedEncoderConfig"><span class="pre">PretrainedEncoderConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder" title="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder"><span class="pre">UnetPretrainedEncoder</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L142-L163"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.PretrainedEncoderConfig" title="sleap.nn.config.model.PretrainedEncoderConfig"><span class="pre">PretrainedEncoderConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder" title="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder"><span class="pre">UnetPretrainedEncoder</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L142-L163"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the backbone from a configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -488,7 +461,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.make_backbone">
-<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L185-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.make_backbone" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/pretrained_encoders.py#L185-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.make_backbone" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the backbone and return the output tensors for building a model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -509,19 +482,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.maximum_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.maximum_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.maximum_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the maximum encoder stride relative to the input.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.output_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.output_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the stride of the output of the decoder.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.up_blocks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">up_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.up_blocks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">up_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.pretrained_encoders.UnetPretrainedEncoder.up_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of upsampling blocks in the decoder.</p>
 </dd></dl>
 
@@ -535,12 +508,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -549,7 +526,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -589,7 +565,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -616,8 +591,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.architectures.resnet.html b/develop/api/sleap.nn.architectures.resnet.html
index 680c61455..e6ec367d7 100644
--- a/develop/api/sleap.nn.architectures.resnet.html
+++ b/develop/api/sleap.nn.architectures.resnet.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.architectures.resnet &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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   </script>
   
   <!-- Loaded before other Sphinx assets -->
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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+</li>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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@@ -395,10 +368,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.resnet">
-<span id="sleap-nn-architectures-resnet"></span><h1>sleap.nn.architectures.resnet<a class="headerlink" href="#module-sleap.nn.architectures.resnet" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-resnet"></span><h1>sleap.nn.architectures.resnet<a class="headerlink" href="#module-sleap.nn.architectures.resnet" title="Permalink to this heading">#</a></h1>
 <p>ResNet-based backbones.</p>
 <p>This module primarily generalizes the ResNet architectures for configurable output
 stride based on atrous convolutions, DeepLabv2-style (<a class="reference external" href="https://arxiv.org/abs/1606.00915">https://arxiv.org/abs/1606.00915</a>).</p>
@@ -407,26 +380,26 @@ <h2> Contents </h2>
 <a class="github reference external" href="https://github.com/tensorflow/tensorflow/blob/master/tensorflow/python/keras/applications/resnet.py">tensorflow/tensorflow</a></p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet101</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L597-L648"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet101</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L598-L648"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101" title="Permalink to this definition">#</a></dt>
 <dd><p>ResNet101 backbone.</p>
 <p>This model has a stack of 3, 4, 23 and 3 residual blocks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101.upsampling_stack">
-<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.upsampling_stack" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.upsampling_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Definition of the upsampling layers that convert the ResNet
 backbone features into the output features with the desired stride. See
 the <code class="xref py py-obj docutils literal notranslate"><span class="pre">UpsamplingStack</span></code> documentation for more.  If not provided, the
 activations from the last backbone block will be the output.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101.features_output_stride">
-<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.features_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.features_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the standard ResNet backbone.
 Canonically, ResNets have 5 layers with 2-stride, resulting in a final
 feature output layer with stride of 32. If a lower value is specified, the
@@ -443,7 +416,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, initialize with weights pretrained on ImageNet. If False,
 random weights will be used.</p>
 <dl class="field-list simple">
@@ -455,7 +428,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101.frozen">
-<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.frozen" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.frozen" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the backbone weights will be not be trainable. This is useful
 for fast fine-tuning of ResNet features, but relies on having an upsampling
 stack with sufficient representational capacity to adapt the fixed features.</p>
@@ -468,7 +441,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet101.skip_connections">
-<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.skip_connections" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet101.skip_connections" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, form skip connections between outputs of each block
 in the ResNet backbone and the upsampling stack.</p>
 <dl class="field-list simple">
@@ -486,26 +459,26 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet152</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L651-L702"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet152</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L652-L702"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152" title="Permalink to this definition">#</a></dt>
 <dd><p>ResNet152 backbone.</p>
 <p>This model has a stack of 3, 4, 23 and 3 residual blocks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152.upsampling_stack">
-<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.upsampling_stack" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.upsampling_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Definition of the upsampling layers that convert the ResNet
 backbone features into the output features with the desired stride. See
 the <code class="xref py py-obj docutils literal notranslate"><span class="pre">UpsamplingStack</span></code> documentation for more. If not provided, the
 activations from the last backbone block will be the output.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152.features_output_stride">
-<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.features_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.features_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the standard ResNet backbone.
 Canonically, ResNets have 5 layers with 2-stride, resulting in a final
 feature output layer with stride of 32. If a lower value is specified, the
@@ -522,7 +495,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, initialize with weights pretrained on ImageNet. If False,
 random weights will be used.</p>
 <dl class="field-list simple">
@@ -534,7 +507,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152.frozen">
-<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.frozen" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.frozen" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the backbone weights will be not be trainable. This is useful
 for fast fine-tuning of ResNet features, but relies on having an upsampling
 stack with sufficient representational capacity to adapt the fixed features.</p>
@@ -547,7 +520,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet152.skip_connections">
-<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.skip_connections" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet152.skip_connections" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, form skip connections between outputs of each block
 in the ResNet backbone and the upsampling stack.</p>
 <dl class="field-list simple">
@@ -565,26 +538,26 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet50</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L543-L594"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNet50</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L544-L594"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50" title="Permalink to this definition">#</a></dt>
 <dd><p>ResNet50 backbone.</p>
 <p>This model has a stack of 3, 4, 6 and 3 residual blocks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50.upsampling_stack">
-<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.upsampling_stack" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.upsampling_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Definition of the upsampling layers that convert the ResNet
 backbone features into the output features with the desired stride. See
 the <code class="xref py py-obj docutils literal notranslate"><span class="pre">UpsamplingStack</span></code> documentation for more.  If not provided, the
 activations from the last backbone block will be the output.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50.features_output_stride">
-<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.features_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.features_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the standard ResNet backbone.
 Canonically, ResNets have 5 layers with 2-stride, resulting in a final
 feature output layer with stride of 32. If a lower value is specified, the
@@ -601,7 +574,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, initialize with weights pretrained on ImageNet. If False,
 random weights will be used.</p>
 <dl class="field-list simple">
@@ -613,7 +586,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50.frozen">
-<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.frozen" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.frozen" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the backbone weights will be not be trainable. This is useful
 for fast fine-tuning of ResNet features, but relies on having an upsampling
 stack with sufficient representational capacity to adapt the fixed features.</p>
@@ -626,7 +599,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNet50.skip_connections">
-<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.skip_connections" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNet50.skip_connections" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, form skip connections between outputs of each block
 in the ResNet backbone and the upsampling stack.</p>
 <dl class="field-list simple">
@@ -644,11 +617,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNetv1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L363-L540"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">ResNetv1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling_stack</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features_output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">frozen</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L364-L540"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1" title="Permalink to this definition">#</a></dt>
 <dd><p>ResNetv1 backbone with configurable output stride and pretrained weights.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.model_name">
-<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.model_name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.model_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Backbone name. Must be one of “resnet50”, “resnet101”, or
 “resnet152” if using pretrained weights.</p>
 <dl class="field-list simple">
@@ -660,7 +633,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.stack_configs">
-<span class="sig-name descname"><span class="pre">stack_configs</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.stack_configs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stack_configs</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.stack_configs" title="Permalink to this definition">#</a></dt>
 <dd><p>List of dictionaries containing the keyword arguments for each
 stack. The stack_fn will be called consecutively with each element of
 stack_configs expanded as keyword arguments. Each element must contain the
@@ -676,21 +649,21 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.upsampling_stack">
-<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.upsampling_stack" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stack</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.upsampling_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Definition of the upsampling layers that convert the ResNet
 backbone features into the output features with the desired stride. See
 the <code class="xref py py-obj docutils literal notranslate"><span class="pre">UpsamplingStack</span></code> documentation for more.  If not provided, the
 activations from the last backbone block will be the output.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.architectures.upsampling.html#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack">sleap.nn.architectures.upsampling.UpsamplingStack</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.features_output_stride">
-<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.features_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">features_output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.features_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the standard ResNet backbone.
 Canonically, ResNets have 5 layers with 2-stride, resulting in a final
 feature output layer with stride of 32. If a lower value is specified, the
@@ -707,7 +680,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, initialize with weights pretrained on ImageNet. If False,
 random weights will be used.</p>
 <dl class="field-list simple">
@@ -719,7 +692,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.frozen">
-<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.frozen" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">frozen</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.frozen" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the backbone weights will be not be trainable. This is useful
 for fast fine-tuning of ResNet features, but relies on having an upsampling
 stack with sufficient representational capacity to adapt the fixed features.</p>
@@ -732,7 +705,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.skip_connections">
-<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.skip_connections" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.skip_connections" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, form skip connections between outputs of each block
 in the ResNet backbone and the upsampling stack.</p>
 <dl class="field-list simple">
@@ -748,13 +721,13 @@ <h2> Contents </h2>
 </div>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.down_blocks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.down_blocks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">down_blocks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of downsampling steps in the model.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ResNetConfig" title="sleap.nn.config.model.ResNetConfig"><span class="pre">ResNetConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.resnet.ResNetv1" title="sleap.nn.architectures.resnet.ResNetv1"><span class="pre">ResNetv1</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L407-L442"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ResNetConfig" title="sleap.nn.config.model.ResNetConfig"><span class="pre">ResNetConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.resnet.ResNetv1" title="sleap.nn.architectures.resnet.ResNetv1"><span class="pre">ResNetv1</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L407-L442"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a model from a set of configuration parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -768,7 +741,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.make_backbone">
-<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L467-L540"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.make_backbone" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_backbone</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L467-L540"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.make_backbone" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the full backbone starting with the specified input tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -787,19 +760,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.maximum_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.maximum_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.maximum_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the maximum stride that the input must be divisible by.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.output_scale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_scale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.output_scale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_scale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.output_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return relative scaling factor of this backbone.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.ResNetv1.output_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.output_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.architectures.resnet.ResNetv1.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return stride of the output of the backbone.</p>
 </dd></dl>
 
@@ -807,7 +780,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.block_v1">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">block_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dilation_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conv_shortcut</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L168-L224"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.block_v1" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">block_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dilation_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conv_shortcut</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L168-L224"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.block_v1" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a ResNetv1 residual block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -830,7 +803,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.imagenet_preproc_v1">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">imagenet_preproc_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L341-L360"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.imagenet_preproc_v1" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">imagenet_preproc_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L341-L360"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.imagenet_preproc_v1" title="Permalink to this definition">#</a></dt>
 <dd><p>Preprocess images according to ImageNet/caffe/channels_last.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -848,7 +821,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.make_backbone_fn">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">make_backbone_fn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stack_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L256-L323"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.make_backbone_fn" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">make_backbone_fn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stack_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stack_configs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Mapping</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L256-L323"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.make_backbone_fn" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a function that creates a block stack with output stride adjustments.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -884,7 +857,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.make_resnet_model">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">make_resnet_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preact</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'resnet'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'imagenet'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_tensor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Model</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L45-L165"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.make_resnet_model" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">make_resnet_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preact</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'resnet'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'imagenet'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_tensor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_stride2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Model</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L45-L165"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.make_resnet_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the ResNet, ResNetV2 (TODO), and ResNeXt (TODO) architecture.</p>
 <p>Optionally loads weights pre-trained on ImageNet.</p>
 <dl class="field-list simple">
@@ -924,7 +897,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.stack_v1">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">stack_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dilation_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L227-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.stack_v1" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">stack_v1</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dilation_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L227-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.stack_v1" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a set of stacked ResNetv1 residual blocks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -945,7 +918,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.architectures.resnet.tile_channels">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">tile_channels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L326-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.tile_channels" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.resnet.</span></span><span class="sig-name descname"><span class="pre">tile_channels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/resnet.py#L326-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.resnet.tile_channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Tile single channel to 3 channel tensor.</p>
 <p>This functon is useful to replicate grayscale single-channel images into 3-channel
 monochrome RGB images.</p>
@@ -967,12 +940,16 @@ <h2> Contents </h2>
 
               
               
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -373,15 +346,15 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.architectures.unet">
-<span id="sleap-nn-architectures-unet"></span><h1>sleap.nn.architectures.unet<a class="headerlink" href="#module-sleap.nn.architectures.unet" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-unet"></span><h1>sleap.nn.architectures.unet<a class="headerlink" href="#module-sleap.nn.architectures.unet" title="Permalink to this heading">#</a></h1>
 <p>This module provides a generalized implementation of UNet.</p>
 <p>See the <a class="reference internal" href="#sleap.nn.architectures.unet.UNet" title="sleap.nn.architectures.unet.UNet"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UNet</span></code></a> class docstring for more information.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.PoolingBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.unet.</span></span><span class="sig-name descname"><span class="pre">PoolingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L14-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.unet.</span></span><span class="sig-name descname"><span class="pre">PoolingBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pooling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L15-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock" title="Permalink to this definition">#</a></dt>
 <dd><p>Pooling-only encoder block.</p>
 <p>Used to compensate for UNet having a skip source before the pooling, so the blocks
 need to end with a conv, not the pooling layer. This is added to the end of the
@@ -389,7 +362,7 @@ <h2> Contents </h2>
 pooling steps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.PoolingBlock.pool">
-<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.pool" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pool</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.pool" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, applies max pooling at the end of the block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -400,7 +373,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.PoolingBlock.pooling_stride">
-<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.pooling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pooling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.pooling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the max pooling operation. If 1, the output of this
 block will be at the same stride (== 1/scale) as the input.</p>
 <dl class="field-list simple">
@@ -412,7 +385,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.PoolingBlock.make_block">
-<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv_block'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L32-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.make_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_block</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'conv_block'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L32-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.PoolingBlock.make_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate the encoder block from an input tensor.</p>
 </dd></dl>
 
@@ -420,14 +393,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.unet.</span></span><span class="sig-name descname"><span class="pre">UNet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">middle_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_contraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L45-L278"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.UNet" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.unet.</span></span><span class="sig-name descname"><span class="pre">UNet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">convs_per_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">down_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">middle_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_contraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L46-L278"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.UNet" title="Permalink to this definition">#</a></dt>
 <dd><p>UNet encoder-decoder architecture for fully convolutional networks.</p>
 <p>This is the canonical architecture described in <a class="reference external" href="https://arxiv.org/abs/1505.04597">Ronneberger et al., 2015</a>.</p>
 <p>The default configuration with 4 down/up blocks and 64 base filters has ~34.5M
 parameters.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters in the first encoder block. More filters will
 increase the representational capacity of the network at the cost of memory
 and runtime.</p>
@@ -440,7 +413,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.filters_rate">
-<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to increase the number of filters by in each block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -451,7 +424,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.kernel_size">
-<span class="sig-name descname"><span class="pre">kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of convolutional kernels (== height == width).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -462,7 +435,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.stem_kernel_size">
-<span class="sig-name descname"><span class="pre">stem_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.stem_kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.stem_kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of convolutional kernels in stem blocks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -473,7 +446,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.stem_blocks">
-<span class="sig-name descname"><span class="pre">stem_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.stem_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.stem_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>If &gt;0, will create additional “down” blocks for initial
 downsampling. These will be configured identically to the down blocks below.</p>
 <dl class="field-list simple">
@@ -485,7 +458,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.down_blocks">
-<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.down_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">down_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.down_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of blocks with pooling in the encoder. More down blocks will</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -496,7 +469,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.convs_per_block">
-<span class="sig-name descname"><span class="pre">convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.convs_per_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">convs_per_block</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.convs_per_block" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of convolutions in each block. More convolutions per
 block will increase the representational capacity of the network at the cost
 of memory and runtime.
@@ -510,7 +483,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.up_blocks">
-<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.up_blocks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_blocks</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.up_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of blocks with upsampling in the decoder. If this is equal to
 <a class="reference internal" href="#sleap.nn.architectures.unet.UNet.down_blocks" title="sleap.nn.architectures.unet.UNet.down_blocks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">down_blocks</span></code></a>, the output of this network will be at the same stride (scale)
 as the input.</p>
@@ -523,7 +496,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.middle_block">
-<span class="sig-name descname"><span class="pre">middle_block</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.middle_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">middle_block</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.middle_block" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, add an additional block at the end of the encoder.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -534,7 +507,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.up_interpolate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use bilinear interpolation instead of transposed
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@@ -550,7 +523,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.block_contraction">
-<span class="sig-name descname"><span class="pre">block_contraction</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.block_contraction" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">block_contraction</span></span><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.block_contraction" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, reduces the number of filters at the end of middle
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@@ -572,19 +545,19 @@ <h2> Contents </h2>
 </div>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.decoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock"><span class="pre">SimpleUpsamplingBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.decoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock" title="sleap.nn.architectures.encoder_decoder.SimpleUpsamplingBlock"><span class="pre">SimpleUpsamplingBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.decoder_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Define the decoder stack.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.encoder_stack">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="sleap.nn.architectures.encoder_decoder.SimpleConvBlock"><span class="pre">SimpleConvBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.encoder_stack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encoder_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="sleap.nn.architectures.encoder_decoder.SimpleConvBlock"><span class="pre">SimpleConvBlock</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.encoder_stack" title="Permalink to this definition">#</a></dt>
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 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.unet.UNet.from_config">
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+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.UNetConfig" title="sleap.nn.config.model.UNetConfig"><span class="pre">UNetConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.unet.UNet" title="sleap.nn.architectures.unet.UNet"><span class="pre">UNet</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/unet.py#L250-L278"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.from_config" title="Permalink to this definition">#</a></dt>
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@@ -598,7 +571,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
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+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">stem_stack</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.encoder_decoder.html#sleap.nn.architectures.encoder_decoder.SimpleConvBlock" title="sleap.nn.architectures.encoder_decoder.SimpleConvBlock"><span class="pre">SimpleConvBlock</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.architectures.unet.UNet.stem_stack" title="Permalink to this definition">#</a></dt>
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@@ -612,12 +585,16 @@ <h2> Contents </h2>
 
               
               
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+<div class="footer-article-items footer-article__inner">
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@@ -626,7 +603,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
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diff --git a/develop/api/sleap.nn.architectures.upsampling.html b/develop/api/sleap.nn.architectures.upsampling.html
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+<html lang="en" >
 
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
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-          id="pst-primary-sidebar-checkbox"/>
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   <div class="search-button__wrapper">
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+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
 </script>
 
-
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 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
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-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -367,10 +340,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.architectures.upsampling">
-<span id="sleap-nn-architectures-upsampling"></span><h1>sleap.nn.architectures.upsampling<a class="headerlink" href="#module-sleap.nn.architectures.upsampling" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-architectures-upsampling"></span><h1>sleap.nn.architectures.upsampling<a class="headerlink" href="#module-sleap.nn.architectures.upsampling" title="Permalink to this heading">#</a></h1>
 <p>This module defines common upsampling layer stack configurations.</p>
 <dl class="simple">
 <dt>The generic upsampling stack consists of:</dt><dd><ul class="simple">
@@ -385,11 +358,11 @@ <h2> Contents </h2>
 simpler patterns like shallow or direct upsampling (e.g., DLC).</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.upsampling.</span></span><span class="sig-name descname"><span class="pre">UpsamplingStack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">make_skip_connection</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_add</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/upsampling.py#L22-L259"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.architectures.upsampling.</span></span><span class="sig-name descname"><span class="pre">UpsamplingStack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">make_skip_connection</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_add</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/upsampling.py#L23-L259"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard stack of upsampling layers with refinement and skip connections.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The desired final stride of the output tensor of the stack.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -400,7 +373,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.upsampling_stride">
-<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.upsampling_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling_stride</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.upsampling_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The striding of the upsampling <em>layer</em> (not tensor). This is
 typically set to 2, such that the tensor doubles in size with each
 upsampling step, but can be set higher to upsample to the desired
@@ -415,7 +388,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv">
-<span class="sig-name descname"><span class="pre">transposed_conv</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use a strided transposed convolution to perform
 learnable upsampling. If False, bilinear upsampling will be used instead.</p>
 <dl class="field-list simple">
@@ -427,7 +400,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters">
-<span class="sig-name descname"><span class="pre">transposed_conv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer that specifies the base number of filters in
 each transposed convolution layer. This will be scaled by the
 <a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters_rate" title="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters_rate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transposed_conv_filters_rate</span></code></a> at every upsampling step. No effect if
@@ -441,7 +414,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters_rate">
-<span class="sig-name descname"><span class="pre">transposed_conv_filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters in the
 transposed convolution layer after each upsampling step. If set to 1, the
 number of filters won’t change. No effect if bilinear upsampling is used.</p>
@@ -454,7 +427,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_kernel_size">
-<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of the kernel for the transposed convolution.
 No effect if bilinear upsampling is used.</p>
 <dl class="field-list simple">
@@ -466,7 +439,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_batchnorm">
-<span class="sig-name descname"><span class="pre">transposed_conv_batchnorm</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_batchnorm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_batchnorm</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_batchnorm" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies whether batch norm should be applied after
 the transposed convolution (and before the ReLU activation). No effect if
 bilinear upsampling is used.</p>
@@ -479,7 +452,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.make_skip_connection">
-<span class="sig-name descname"><span class="pre">make_skip_connection</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.make_skip_connection" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_skip_connection</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.make_skip_connection" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, incoming feature tensors form skip connection
 with upsampled features. If False, no skip connection will be formed.</p>
 <dl class="field-list simple">
@@ -491,7 +464,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.skip_add">
-<span class="sig-name descname"><span class="pre">skip_add</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.skip_add" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_add</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.skip_add" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, incoming feature tensors form skip connection with upsampled
 features via element-wise addition. Height/width are matched via stride and
 a 1x1 linear conv is applied if the channel counts do no match up. If False,
@@ -505,7 +478,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs">
-<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs" title="Permalink to this definition">#</a></dt>
 <dd><p>If greater than 0, specifies the number of 3x3 convolutions that
 will be applied after the upsampling step for refinement. These layers can
 serve the purpose of “mixing” the skip connection fused features, or to
@@ -521,7 +494,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters">
-<span class="sig-name descname"><span class="pre">refine_convs_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_filters</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Similar to <a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters" title="sleap.nn.architectures.upsampling.UpsamplingStack.transposed_conv_filters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">transposed_conv_filters</span></code></a>, specifies the number
 of filters to use for the refinement convolutions in each upsampling step.
 No effect if <a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs" title="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">refine_convs</span></code></a> is 0.</p>
@@ -534,7 +507,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters_rate">
-<span class="sig-name descname"><span class="pre">refine_convs_filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_filters_rate</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters in the refine
 conv layers after each upsampling step. The same number of filters are used
 for all convs within the same upsampling step. If set to 1, the number of
@@ -548,7 +521,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_batchnorm">
-<span class="sig-name descname"><span class="pre">refine_convs_batchnorm</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_batchnorm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs_batchnorm</span></span><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs_batchnorm" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies whether batch norm should be applied after
 each 3x3 convolution and before the ReLU activation. No effect if
 <a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs" title="sleap.nn.architectures.upsampling.UpsamplingStack.refine_convs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">refine_convs</span></code></a> is 0.</p>
@@ -561,7 +534,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig"><span class="pre">UpsamplingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/upsampling.py#L88-L116"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig"><span class="pre">UpsamplingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.architectures.upsampling.UpsamplingStack" title="sleap.nn.architectures.upsampling.UpsamplingStack"><span class="pre">UpsamplingStack</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/upsampling.py#L88-L116"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a model from a set of configuration parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -578,7 +551,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.architectures.upsampling.UpsamplingStack.make_stack">
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+<span class="sig-name descname"><span class="pre">make_stack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_sources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.architectures.common.html#sleap.nn.architectures.common.IntermediateFeature" title="sleap.nn.architectures.common.IntermediateFeature"><span class="pre">IntermediateFeature</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/architectures/upsampling.py#L118-L259"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.architectures.upsampling.UpsamplingStack.make_stack" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the stack of upsampling layers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -631,12 +604,16 @@ <h2> Contents </h2>
 
               
               
-              
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@@ -645,7 +622,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -691,7 +667,6 @@ <h2> Contents </h2>
   
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diff --git a/develop/api/sleap.nn.callbacks.html b/develop/api/sleap.nn.callbacks.html
index c42cf9d08..e6266076a 100644
--- a/develop/api/sleap.nn.callbacks.html
+++ b/develop/api/sleap.nn.callbacks.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
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+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -385,34 +358,34 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.callbacks">
-<span id="sleap-nn-callbacks"></span><h1>sleap.nn.callbacks<a class="headerlink" href="#module-sleap.nn.callbacks" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-callbacks"></span><h1>sleap.nn.callbacks<a class="headerlink" href="#module-sleap.nn.callbacks" title="Permalink to this heading">#</a></h1>
 <p>Training-related tf.keras callbacks.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.MatplotlibSaver">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">MatplotlibSaver</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_folder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L243-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">MatplotlibSaver</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_folder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L243-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver" title="Permalink to this definition">#</a></dt>
 <dd><p>Callback for saving images rendered with matplotlib during training.</p>
 <p>This is useful for saving visualizations of the training to disk. It will be called
 at the end of each epoch.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.MatplotlibSaver.plot_fn">
-<span class="sig-name descname"><span class="pre">plot_fn</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.plot_fn" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plot_fn</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.plot_fn" title="Permalink to this definition">#</a></dt>
 <dd><p>Function with no arguments that returns a matplotlib figure handle.
 See <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.training.Trainer.visualize_predictions</span></code> for example.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.MatplotlibSaver.save_folder">
-<span class="sig-name descname"><span class="pre">save_folder</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.save_folder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_folder</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.save_folder" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to a directory to save images to. This folder will be created
 if it does not exist.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.MatplotlibSaver.prefix">
-<span class="sig-name descname"><span class="pre">prefix</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.prefix" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">prefix</span></span><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.prefix" title="Permalink to this definition">#</a></dt>
 <dd><p>String that will be prepended to the filenames. This is useful for
 indicating which dataset the visualization was sampled from, for example.</p>
 </dd></dl>
@@ -429,7 +402,7 @@ <h2> Contents </h2>
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.MatplotlibSaver.on_epoch_end">
-<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L277-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.on_epoch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L277-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.MatplotlibSaver.on_epoch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Save figure at the end of each epoch.</p>
 </dd></dl>
 
@@ -437,35 +410,35 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">ModelCheckpointOnEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filepath</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'train_end'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L163-L194"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">ModelCheckpointOnEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filepath</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'train_end'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L163-L194"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent" title="Permalink to this definition">#</a></dt>
 <dd><p>Callback for model checkpointing on a fixed event.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent.filepath">
-<span class="sig-name descname"><span class="pre">filepath</span></span><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.filepath" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filepath</span></span><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.filepath" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to save model to.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent.event">
-<span class="sig-name descname"><span class="pre">event</span></span><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.event" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">event</span></span><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.event" title="Permalink to this definition">#</a></dt>
 <dd><p>Event to trigger model saving (“train_start” or “train_end”).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent.on_epoch_end">
-<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L183-L189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_epoch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L183-L189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_epoch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of each epoch.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_begin">
-<span class="sig-name descname"><span class="pre">on_train_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L178-L181"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_begin" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_train_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L178-L181"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_begin" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the start of training.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_end">
-<span class="sig-name descname"><span class="pre">on_train_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L191-L194"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_train_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L191-L194"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ModelCheckpointOnEvent.on_train_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of training.</p>
 </dd></dl>
 
@@ -473,22 +446,22 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">ProgressReporterZMQ</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">what</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'not_set'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L69-L160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">ProgressReporterZMQ</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">what</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'not_set'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L69-L160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_batch_begin">
-<span class="sig-name descname"><span class="pre">on_batch_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L103-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_batch_begin" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_batch_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L103-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_batch_begin" title="Permalink to this definition">#</a></dt>
 <dd><p>A backwards compatibility alias for <code class="xref py py-obj docutils literal notranslate"><span class="pre">on_train_batch_begin</span></code>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_batch_end">
-<span class="sig-name descname"><span class="pre">on_batch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L112-L118"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_batch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_batch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L112-L118"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_batch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>A backwards compatibility alias for <code class="xref py py-obj docutils literal notranslate"><span class="pre">on_train_batch_end</span></code>.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_begin">
-<span class="sig-name descname"><span class="pre">on_epoch_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L120-L133"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_begin" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_epoch_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L120-L133"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_begin" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the start of an epoch.
 Subclasses should override for any actions to run. This function should only
 be called during train mode.
@@ -504,7 +477,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_end">
-<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L135-L149"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L135-L149"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_epoch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of an epoch.
 Subclasses should override for any actions to run. This function should only
 be called during train mode.
@@ -521,7 +494,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_train_begin">
-<span class="sig-name descname"><span class="pre">on_train_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L92-L101"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_train_begin" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_train_begin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L92-L101"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_train_begin" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the beginning of training.
 Subclasses should override for any actions to run.
 # Arguments</p>
@@ -535,7 +508,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.ProgressReporterZMQ.on_train_end">
-<span class="sig-name descname"><span class="pre">on_train_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L151-L160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_train_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_train_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L151-L160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.ProgressReporterZMQ.on_train_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of training.
 Subclasses should override for any actions to run.
 # Arguments</p>
@@ -551,29 +524,29 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TensorBoardMatplotlibWriter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">TensorBoardMatplotlibWriter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'viz'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L197-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">TensorBoardMatplotlibWriter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">log_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plot_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'viz'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L197-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter" title="Permalink to this definition">#</a></dt>
 <dd><p>Callback for writing image summaries with visualizations during training.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TensorBoardMatplotlibWriter.logdir">
-<span class="sig-name descname"><span class="pre">logdir</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.logdir" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">logdir</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.logdir" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to log directory.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TensorBoardMatplotlibWriter.plot_fn">
-<span class="sig-name descname"><span class="pre">plot_fn</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.plot_fn" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plot_fn</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.plot_fn" title="Permalink to this definition">#</a></dt>
 <dd><p>Function with no arguments that returns a matplotlib figure handle.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TensorBoardMatplotlibWriter.tag">
-<span class="sig-name descname"><span class="pre">tag</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.tag" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tag</span></span><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.tag" title="Permalink to this definition">#</a></dt>
 <dd><p>Text to append to the summary label in TensorBoard.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TensorBoardMatplotlibWriter.on_epoch_end">
-<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L221-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.on_epoch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_epoch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">epoch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L221-L240"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TensorBoardMatplotlibWriter.on_epoch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of each epoch.</p>
 </dd></dl>
 
@@ -581,16 +554,16 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TrainingControllerZMQ">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">TrainingControllerZMQ</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">topic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">poll_timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L18-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.callbacks.</span></span><span class="sig-name descname"><span class="pre">TrainingControllerZMQ</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">address</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">topic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">poll_timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L18-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ" title="Permalink to this definition">#</a></dt>
 <dd><dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TrainingControllerZMQ.on_batch_end">
-<span class="sig-name descname"><span class="pre">on_batch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L43-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ.on_batch_end" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">on_batch_end</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L43-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ.on_batch_end" title="Permalink to this definition">#</a></dt>
 <dd><p>Called at the end of a training batch.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.callbacks.TrainingControllerZMQ.set_lr">
-<span class="sig-name descname"><span class="pre">set_lr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lr</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L58-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ.set_lr" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">set_lr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">lr</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/callbacks.py#L58-L66"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.callbacks.TrainingControllerZMQ.set_lr" title="Permalink to this definition">#</a></dt>
 <dd><p>Adjust the model learning rate.</p>
 <p>This is the based off of the implementation used in the native learning rate
 scheduling callbacks.</p>
@@ -606,12 +579,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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@@ -620,7 +597,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
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@@ -684,7 +660,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -711,8 +686,8 @@ <h2> Contents </h2>
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-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
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diff --git a/develop/api/sleap.nn.config.data.html b/develop/api/sleap.nn.config.data.html
index e3ebe1d8e..777898043 100644
--- a/develop/api/sleap.nn.config.data.html
+++ b/develop/api/sleap.nn.config.data.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.config.data &#8212; SLEAP (v1.4.1a2)</title>
   
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     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
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     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.config.data';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.config.data.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -380,13 +353,13 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.config.data">
-<span id="sleap-nn-config-data"></span><h1>sleap.nn.config.data<a class="headerlink" href="#module-sleap.nn.config.data" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-data"></span><h1>sleap.nn.config.data<a class="headerlink" href="#module-sleap.nn.config.data" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.data.DataConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">DataConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preprocessing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_cropping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L146-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.DataConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">DataConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preprocessing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_cropping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L147-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.DataConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Data configuration.</p>
 <p>labels: Configuration options related to user labels for training or testing.
 preprocessing: Configuration options related to data preprocessing.
@@ -398,26 +371,26 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.data.InstanceCroppingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">InstanceCroppingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">center_on_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_detection_padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L117-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">InstanceCroppingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">center_on_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size_detection_padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L118-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Instance cropping configuration.</p>
 <p>These are only used in topdown or centroid models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.InstanceCroppingConfig.center_on_part">
-<span class="sig-name descname"><span class="pre">center_on_part</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.center_on_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">center_on_part</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.center_on_part" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the part to center the instance to. If None or
 not specified, instances will be centered to the centroid of their bounding
 box. This value will be used for both topdown and centroid models. It must
 match the name of a node on the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.InstanceCroppingConfig.crop_size">
-<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.crop_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.crop_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer size of bounding box height and width to crop out of the full
 image. This should be greater than the largest size of the instances in
 pixels. The crop is applied after any input scaling, so be sure to adjust
@@ -427,14 +400,14 @@ <h2> Contents </h2>
 (typically 32).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.InstanceCroppingConfig.crop_size_detection_padding">
-<span class="sig-name descname"><span class="pre">crop_size_detection_padding</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.crop_size_detection_padding" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_size_detection_padding</span></span><a class="headerlink" href="#sleap.nn.config.data.InstanceCroppingConfig.crop_size_detection_padding" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer specifying how much extra padding should be
 applied around the instance bounding boxes when automatically detecting the
 appropriate crop size from the data. No effect if the <a class="reference internal" href="#sleap.nn.config.data.InstanceCroppingConfig.crop_size" title="sleap.nn.config.data.InstanceCroppingConfig.crop_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">crop_size</span></code></a> is
@@ -450,23 +423,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">LabelsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_fraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_by_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_path_hints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L6-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">LabelsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_fraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_by_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_path_hints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L7-L57"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Labels configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.training_labels">
-<span class="sig-name descname"><span class="pre">training_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.training_labels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">training_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.training_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>A filepath to a saved labels file containing user labeled
 frames to use for generating the training set.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.validation_labels">
-<span class="sig-name descname"><span class="pre">validation_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_labels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>A filepath to a saved labels file containing user labeled
 frames to use for generating validation data. These will not be trained on
 directly, but will be used to tune hyperparameters such as learning rate or
@@ -474,14 +447,14 @@ <h2> Contents </h2>
 the training labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.validation_fraction">
-<span class="sig-name descname"><span class="pre">validation_fraction</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_fraction" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_fraction</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_fraction" title="Permalink to this definition">#</a></dt>
 <dd><p>Float between 0 and 1 specifying the fraction of the
 training set to sample for generating the validation set. The remaining
 labeled frames will be left in the training set. If the <a class="reference internal" href="#sleap.nn.config.data.LabelsConfig.validation_labels" title="sleap.nn.config.data.LabelsConfig.validation_labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">validation_labels</span></code></a>
@@ -495,7 +468,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.test_labels">
-<span class="sig-name descname"><span class="pre">test_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.test_labels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">test_labels</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.test_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>A filepath to a saved labels file containing user labeled frames to
 use for generating the test set. This is typically a held out set of
 examples that are never used for training or hyperparameter tuning (like the
@@ -505,14 +478,14 @@ <h2> Contents </h2>
 multiple splits are created for training.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.split_by_inds">
-<span class="sig-name descname"><span class="pre">split_by_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.split_by_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">split_by_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.split_by_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, splits used for training will be determined by the
 lists below by indexing into the labels in <a class="reference internal" href="#sleap.nn.config.data.LabelsConfig.training_labels" title="sleap.nn.config.data.LabelsConfig.training_labels"><code class="xref py py-obj docutils literal notranslate"><span class="pre">training_labels</span></code></a>. If this is
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, the indices below will not be used even if specified. This is
@@ -528,40 +501,40 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.training_inds">
-<span class="sig-name descname"><span class="pre">training_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.training_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">training_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.training_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>List of indices of the training split labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[int] | None</p>
+<dd class="field-odd"><p>Optional[List[int]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.validation_inds">
-<span class="sig-name descname"><span class="pre">validation_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.validation_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>List of indices of the validation split labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[int] | None</p>
+<dd class="field-odd"><p>Optional[List[int]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.test_inds">
-<span class="sig-name descname"><span class="pre">test_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.test_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">test_inds</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.test_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>List of indices of the test split labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[int] | None</p>
+<dd class="field-odd"><p>Optional[List[int]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.search_path_hints">
-<span class="sig-name descname"><span class="pre">search_path_hints</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.search_path_hints" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">search_path_hints</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.search_path_hints" title="Permalink to this definition">#</a></dt>
 <dd><p>List of paths to use for searching for missing data. This is
 useful when labels and data are moved across computers, network storage, or
 operating systems that may have different absolute paths than those stored
@@ -576,7 +549,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.LabelsConfig.skeletons">
-<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.skeletons" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.config.data.LabelsConfig.skeletons" title="Permalink to this definition">#</a></dt>
 <dd><p>List of <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Skeleton</span></code> instances that can be used by the model. If
 not specified, these will be pulled out of the labels during training, but
 must be specified for inference in order to generate predicted instances.</p>
@@ -591,11 +564,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">PreprocessingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ensure_rgb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">imagenet_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_and_pad_to_target</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L60-L114"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.data.</span></span><span class="sig-name descname"><span class="pre">PreprocessingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ensure_rgb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">imagenet_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_and_pad_to_target</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/data.py#L61-L114"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Preprocessing configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.ensure_rgb">
-<span class="sig-name descname"><span class="pre">ensure_rgb</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.ensure_rgb" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_rgb</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.ensure_rgb" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, converts the image to RGB if not already.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -606,7 +579,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.ensure_grayscale">
-<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.ensure_grayscale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.ensure_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, converts the image to grayscale if not already.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -617,7 +590,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.imagenet_mode">
-<span class="sig-name descname"><span class="pre">imagenet_mode</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.imagenet_mode" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">imagenet_mode</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.imagenet_mode" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies an ImageNet-based normalization mode commonly used in
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.applications</span></code>-based pretrained models. This has no effect if None
 or not specified.
@@ -637,14 +610,14 @@ <h2> Contents </h2>
 </dl>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float specifying scaling factor to resize raw images by.
 This can considerably increase performance and memory requirements at the
 cost of accuracy. Generally, it should only be used when the raw images are
@@ -653,7 +626,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of pixels that the image size must be divisible by.
 If &gt; 1, this will pad the bottom and right of the images to ensure they meet
 this divisibility criteria. Padding is applied after the scaling specified
@@ -664,14 +637,14 @@ <h2> Contents </h2>
 model’s max stride.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.resize_and_pad_to_target">
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+<span class="sig-name descname"><span class="pre">resize_and_pad_to_target</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.resize_and_pad_to_target" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, will resize and pad all images in the dataset
 to match target dimensions. This is useful when preprocessing datasets with
 mixed image dimensions (from different video resolutions). Aspect ratio is
@@ -685,24 +658,24 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.target_height">
-<span class="sig-name descname"><span class="pre">target_height</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.target_height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">target_height</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.target_height" title="Permalink to this definition">#</a></dt>
 <dd><p>Target image height for ‘resize_and_pad_to_target’. When not
 explicitly provided, inferred as the max image height from the dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.data.PreprocessingConfig.target_width">
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+<span class="sig-name descname"><span class="pre">target_width</span></span><a class="headerlink" href="#sleap.nn.config.data.PreprocessingConfig.target_width" title="Permalink to this definition">#</a></dt>
 <dd><p>Target image width for ‘resize_and_pad_to_target’. When not
 explicitly provided, inferred as the max image width from the dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -717,12 +690,16 @@ <h2> Contents </h2>
 
               
               
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -731,7 +708,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -790,7 +766,6 @@ <h2> Contents </h2>
   
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       © Copyright 2019–2024, Talmo Lab.
@@ -817,8 +792,8 @@ <h2> Contents </h2>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/api/sleap.nn.config.model.html b/develop/api/sleap.nn.config.model.html
index 13d86f3da..2492f108a 100644
--- a/develop/api/sleap.nn.config.model.html
+++ b/develop/api/sleap.nn.config.model.html
@@ -1,12 +1,13 @@
 
+
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     <link rel="canonical" href="/develop/api/sleap.nn.config.model.html" />
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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@@ -59,23 +62,19 @@
 
   
   
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   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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+          name="__secondary"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
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+      <main id="main-content" class="bd-main">
         
         
 
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@@ -498,55 +471,55 @@ <h2> Contents </h2>
               
                 
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+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.config.model">
-<span id="sleap-nn-config-model"></span><h1>sleap.nn.config.model<a class="headerlink" href="#module-sleap.nn.config.model" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-model"></span><h1>sleap.nn.config.model<a class="headerlink" href="#module-sleap.nn.config.model" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.BackboneConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">BackboneConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L628-L646"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">BackboneConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L630-L646"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations related to the model backbone.</p>
 <p>Only one field can be set and will determine which backbone architecture to use.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.BackboneConfig.leap">
-<span class="sig-name descname"><span class="pre">leap</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.leap" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">leap</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.leap" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.config.model.LEAPConfig" title="sleap.nn.config.model.LEAPConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LEAPConfig</span></code></a> instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.LEAPConfig" title="sleap.nn.config.model.LEAPConfig">sleap.nn.config.model.LEAPConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.LEAPConfig" title="sleap.nn.config.model.LEAPConfig">sleap.nn.config.model.LEAPConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.BackboneConfig.unet">
-<span class="sig-name descname"><span class="pre">unet</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.unet" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">unet</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.unet" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.config.model.UNetConfig" title="sleap.nn.config.model.UNetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UNetConfig</span></code></a> instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.UNetConfig" title="sleap.nn.config.model.UNetConfig">sleap.nn.config.model.UNetConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.UNetConfig" title="sleap.nn.config.model.UNetConfig">sleap.nn.config.model.UNetConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.BackboneConfig.hourglass">
-<span class="sig-name descname"><span class="pre">hourglass</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.hourglass" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">hourglass</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.hourglass" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.config.model.HourglassConfig" title="sleap.nn.config.model.HourglassConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HourglassConfig</span></code></a> instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.HourglassConfig" title="sleap.nn.config.model.HourglassConfig">sleap.nn.config.model.HourglassConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.HourglassConfig" title="sleap.nn.config.model.HourglassConfig">sleap.nn.config.model.HourglassConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.BackboneConfig.resnet">
-<span class="sig-name descname"><span class="pre">resnet</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.resnet" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">resnet</span></span><a class="headerlink" href="#sleap.nn.config.model.BackboneConfig.resnet" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.config.model.ResNetConfig" title="sleap.nn.config.model.ResNetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResNetConfig</span></code></a> instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.ResNetConfig" title="sleap.nn.config.model.ResNetConfig">sleap.nn.config.model.ResNetConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.ResNetConfig" title="sleap.nn.config.model.ResNetConfig">sleap.nn.config.model.ResNetConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -555,7 +528,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L98-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L99-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for centered instance confidence map heads.</p>
 <p>These heads are used in topdown multi-instance models that make the assumption that
 there is an instance reliably centered in the cropped input image. These heads are
@@ -571,7 +544,7 @@ <h2> Contents </h2>
 full frame.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.anchor_part">
-<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.anchor_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.anchor_part" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of a body part (node) to use as the anchor point. If
 None, the midpoint of the bounding box of all visible instance points will
 be used as the anchor. The bounding box midpoint will also be used if the
@@ -581,27 +554,27 @@ <h2> Contents </h2>
 of the image.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be configured
 to produce. The number of parts determines the number of channels in the
 output. If not specified, all body parts in the skeleton will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution of the confidence maps as a scalar
 float. Smaller values are more precise but may be difficult to learn as they
 have a lower density within the image space. Larger values are easier to
@@ -617,7 +590,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output confidence maps relative to the input
 image. This is the reciprocal of the resolution, e.g., an output stride of 2
 results in confidence maps that are 0.5x the size of the input. Increasing
@@ -632,7 +605,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -645,7 +618,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.offset_refinement">
-<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.offset_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig.offset_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, model will also output an offset refinement map
 used to achieve subpixel localization of peaks during inference. This can
 improve the localization accuracy of the model at the cost of additional
@@ -664,7 +637,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">CentroidsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L50-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">CentroidsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L51-L95"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for centroid confidence map heads.</p>
 <p>These heads are used in topdown models that rely on centroid detection to detect
 instances for cropping before predicting the remaining body parts.</p>
@@ -672,7 +645,7 @@ <h2> Contents </h2>
 recovered in inference via local peak finding.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig.anchor_part">
-<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.anchor_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.anchor_part" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of a body part (node) to use as the anchor point. If
 None, the midpoint of the bounding box of all visible instance points will
 be used as the anchor. The bounding box midpoint will also be used if the
@@ -682,14 +655,14 @@ <h2> Contents </h2>
 of the image.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution of the confidence maps as a scalar
 float. Smaller values are more precise but may be difficult to learn as they
 have a lower density within the image space. Larger values are easier to
@@ -705,7 +678,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output confidence maps relative to the input
 image. This is the reciprocal of the resolution, e.g., an output stride of 2
 results in confidence maps that are 0.5x the size of the input. Increasing
@@ -720,7 +693,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -733,7 +706,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.CentroidsHeadConfig.offset_refinement">
-<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.offset_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.CentroidsHeadConfig.offset_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, model will also output an offset refinement map
 used to achieve subpixel localization of peaks during inference. This can
 improve the localization accuracy of the model at the cost of additional
@@ -752,7 +725,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassMapsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ClassMapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L289-L316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ClassMapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L290-L316"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for class map heads.</p>
 <p>These heads are used in bottom-up multi-instance models that classify detected
 points using a fixed set of learned classes (e.g., animal identities).</p>
@@ -761,18 +734,18 @@ <h2> Contents </h2>
 pixels in the neighborhood of the landmarks have a class assignment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassMapsHeadConfig.classes">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.classes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.classes" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes that this head will predict.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassMapsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution that determines the neighborhood
 that the class maps will be nonzero around each landmark.</p>
 <dl class="field-list simple">
@@ -784,7 +757,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassMapsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output class maps relative to the input image.
 This is the reciprocal of the resolution, e.g., an output stride of 2
 results in maps that are 0.5x the size of the input. This should be the same
@@ -798,7 +771,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassMapsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassMapsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -813,7 +786,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ClassVectorsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_units</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L345-L377"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ClassVectorsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_units</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L346-L377"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for class vectors heads.</p>
 <p>These heads are used in top-down multi-instance models that classify detected
 points using a fixed set of learned classes (e.g., animal identities).</p>
@@ -821,18 +794,18 @@ <h2> Contents </h2>
 the specified classes. This is similar to a standard classification task.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig.classes">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.classes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.classes" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes that this head will predict.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_layers">
-<span class="sig-name descname"><span class="pre">num_fc_layers</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_layers" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">num_fc_layers</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_layers" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of fully-connected layers before the classification output
 layer. These can help in transforming general image features into
 classification-specific features.</p>
@@ -845,7 +818,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_units">
-<span class="sig-name descname"><span class="pre">num_fc_units</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_units" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">num_fc_units</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.num_fc_units" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of units (dimensions) in the fully-connected layers before
 classification. Increasing this can improve the representational capacity in
 the pre-classification layers.</p>
@@ -858,7 +831,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output class maps relative to the input image.
 This is the reciprocal of the resolution, e.g., an output stride of 2
 results in maps that are 0.5x the size of the input. This should be the same
@@ -872,7 +845,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ClassVectorsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.ClassVectorsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -887,71 +860,71 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">HeadsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L408-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">HeadsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L410-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations related to the model output head type.</p>
 <p>Only one attribute of this class can be set, which defines the model output type.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.single_instance">
-<span class="sig-name descname"><span class="pre">single_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.single_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">single_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.single_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHeadConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig">sleap.nn.config.model.SingleInstanceConfmapsHeadConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig">sleap.nn.config.model.SingleInstanceConfmapsHeadConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.centroid">
-<span class="sig-name descname"><span class="pre">centroid</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.centroid" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.centroid" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidsHeadConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig">sleap.nn.config.model.CentroidsHeadConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig">sleap.nn.config.model.CentroidsHeadConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.centered_instance">
-<span class="sig-name descname"><span class="pre">centered_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.centered_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centered_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.centered_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig">sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig">sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.multi_instance">
-<span class="sig-name descname"><span class="pre">multi_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">multi_instance</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfig" title="sleap.nn.config.model.MultiInstanceConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiInstanceConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfig" title="sleap.nn.config.model.MultiInstanceConfig">sleap.nn.config.model.MultiInstanceConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfig" title="sleap.nn.config.model.MultiInstanceConfig">sleap.nn.config.model.MultiInstanceConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.multi_class_bottomup">
-<span class="sig-name descname"><span class="pre">multi_class_bottomup</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_class_bottomup" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">multi_class_bottomup</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_class_bottomup" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.MultiClassBottomUpConfig" title="sleap.nn.config.model.MultiClassBottomUpConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiClassBottomUpConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.MultiClassBottomUpConfig" title="sleap.nn.config.model.MultiClassBottomUpConfig">sleap.nn.config.model.MultiClassBottomUpConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.MultiClassBottomUpConfig" title="sleap.nn.config.model.MultiClassBottomUpConfig">sleap.nn.config.model.MultiClassBottomUpConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HeadsConfig.multi_class_topdown">
-<span class="sig-name descname"><span class="pre">multi_class_topdown</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_class_topdown" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">multi_class_topdown</span></span><a class="headerlink" href="#sleap.nn.config.model.HeadsConfig.multi_class_topdown" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <a class="reference internal" href="#sleap.nn.config.model.MultiClassTopDownConfig" title="sleap.nn.config.model.MultiClassTopDownConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiClassTopDownConfig</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.MultiClassTopDownConfig" title="sleap.nn.config.model.MultiClassTopDownConfig">sleap.nn.config.model.MultiClassTopDownConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.MultiClassTopDownConfig" title="sleap.nn.config.model.MultiClassTopDownConfig">sleap.nn.config.model.MultiClassTopDownConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -960,11 +933,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">HourglassConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_increase</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L488-L510"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">HourglassConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stem_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_increase</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L489-L510"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Hourglass backbone configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.stem_stride">
-<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.stem_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.stem_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Controls how many stem blocks to use for initial downsampling.
 These are useful for learned downsampling that is able to retain spatial
 information while reducing large input image sizes.</p>
@@ -977,7 +950,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.max_stride">
-<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.max_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.max_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of downsampling blocks in the network,
 increasing receptive field size at the cost of network size.</p>
 <dl class="field-list simple">
@@ -989,7 +962,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of upsampling blocks in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1000,7 +973,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1011,13 +984,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.filters_increase">
-<span class="sig-name descname"><span class="pre">filters_increase</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.filters_increase" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_increase</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.filters_increase" title="Permalink to this definition">#</a></dt>
 <dd><p>Constant to increase the number of filters by at each block.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.HourglassConfig.stacks">
-<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.stacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.HourglassConfig.stacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of repeated stacks of the network (excluding the stem).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1030,11 +1003,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">LEAPConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L432-L453"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">LEAPConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L433-L453"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>LEAP backbone configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.max_stride">
-<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.max_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.max_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of downsampling blocks in the network,
 increasing receptive field size at the cost of network size.</p>
 <dl class="field-list simple">
@@ -1046,7 +1019,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of upsampling blocks in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1057,7 +1030,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1068,7 +1041,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.filters_rate">
-<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters by at each block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1079,7 +1052,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.up_interpolate">
-<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.up_interpolate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.up_interpolate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use bilinear upsampling instead of transposed
 convolutions for upsampling. This can save computations but may lower
 overall accuracy.</p>
@@ -1092,7 +1065,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.LEAPConfig.stacks">
-<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.stacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.LEAPConfig.stacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of repeated stacks of the network (excluding the stem).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1105,11 +1078,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ModelConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ModelConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.BackboneConfig" title="sleap.nn.config.model.BackboneConfig"><span class="pre">BackboneConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.HeadsConfig" title="sleap.nn.config.model.HeadsConfig"><span class="pre">HeadsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">base_checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L649-L661"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ModelConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ModelConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.BackboneConfig" title="sleap.nn.config.model.BackboneConfig"><span class="pre">BackboneConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.HeadsConfig" title="sleap.nn.config.model.HeadsConfig"><span class="pre">HeadsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">base_checkpoint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L650-L661"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ModelConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations related to model architecture.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ModelConfig.backbone">
-<span class="sig-name descname"><span class="pre">backbone</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.backbone" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">backbone</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.backbone" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations related to the main network architecture.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1120,7 +1093,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ModelConfig.heads">
-<span class="sig-name descname"><span class="pre">heads</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.heads" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">heads</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.heads" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations related to the output heads.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1131,11 +1104,11 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ModelConfig.base_checkpoint">
-<span class="sig-name descname"><span class="pre">base_checkpoint</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.base_checkpoint" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">base_checkpoint</span></span><a class="headerlink" href="#sleap.nn.config.model.ModelConfig.base_checkpoint" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to model folder for loading a checkpoint. Should contain the .h5 file</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1144,7 +1117,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassBottomUpConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiClassBottomUpConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.ClassMapsHeadConfig" title="sleap.nn.config.model.ClassMapsHeadConfig"><span class="pre">ClassMapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L319-L342"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiClassBottomUpConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.ClassMapsHeadConfig" title="sleap.nn.config.model.ClassMapsHeadConfig"><span class="pre">ClassMapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L320-L342"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for multi-instance confidence map and class map models.</p>
 <p>This configuration specifies a multi-head model that outputs both multi-instance
 confidence maps and class maps, which together enable multi-instance pose tracking
@@ -1156,7 +1129,7 @@ <h2> Contents </h2>
 experiments.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassBottomUpConfig.confmaps">
-<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig.confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig.confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Part confidence map configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1168,7 +1141,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassBottomUpConfig.class_maps">
-<span class="sig-name descname"><span class="pre">class_maps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig.class_maps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_maps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassBottomUpConfig.class_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>Class map configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.ClassMapsHeadConfig" title="sleap.nn.config.model.ClassMapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClassMapsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1182,7 +1155,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassTopDownConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiClassTopDownConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_vectors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.ClassVectorsHeadConfig" title="sleap.nn.config.model.ClassVectorsHeadConfig"><span class="pre">ClassVectorsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L380-L405"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiClassTopDownConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_vectors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.ClassVectorsHeadConfig" title="sleap.nn.config.model.ClassVectorsHeadConfig"><span class="pre">ClassVectorsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L381-L405"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for centered-instance confidence map and class map models.</p>
 <p>This configuration specifies a multi-head model that outputs both centered-instance
 confidence maps and class vectors, which together enable multi-instance pose
@@ -1195,7 +1168,7 @@ <h2> Contents </h2>
 experiments.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassTopDownConfig.confmaps">
-<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig.confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig.confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Part confidence map configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1207,7 +1180,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiClassTopDownConfig.class_vectors">
-<span class="sig-name descname"><span class="pre">class_vectors</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig.class_vectors" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_vectors</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiClassTopDownConfig.class_vectors" title="Permalink to this definition">#</a></dt>
 <dd><p>Class map configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.ClassVectorsHeadConfig" title="sleap.nn.config.model.ClassVectorsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClassVectorsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1221,7 +1194,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="sleap.nn.config.model.PartAffinityFieldsHeadConfig"><span class="pre">PartAffinityFieldsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L267-L286"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="sleap.nn.config.model.PartAffinityFieldsHeadConfig"><span class="pre">PartAffinityFieldsHeadConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L268-L286"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for combined multi-instance confidence map and PAF model heads.</p>
 <p>This configuration specifies a multi-head model that outputs both multi-instance
 confidence maps and part affinity fields, which together enable multi-instance pose
@@ -1229,7 +1202,7 @@ <h2> Contents </h2>
 required.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfig.confmaps">
-<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig.confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig.confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Part confidence map configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1241,7 +1214,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfig.pafs">
-<span class="sig-name descname"><span class="pre">pafs</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig.pafs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pafs</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfig.pafs" title="Permalink to this definition">#</a></dt>
 <dd><p>Part affinity fields configuration (see the description in
 <a class="reference internal" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="sleap.nn.config.model.PartAffinityFieldsHeadConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PartAffinityFieldsHeadConfig</span></code></a>).</p>
 <dl class="field-list simple">
@@ -1255,7 +1228,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L160-L213"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L161-L213"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for multi-instance confidence map heads.</p>
 <p>These heads are used in bottom-up multi-instance models that do not make any
 assumption about the connectivity of the body parts. These heads will generate
@@ -1273,20 +1246,20 @@ <h2> Contents </h2>
 there are many animals present in the frame.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be configured
 to produce. The number of parts determines the number of channels in the
 output. If not specified, all body parts in the skeleton will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution of the confidence maps as a scalar
 float. Smaller values are more precise but may be difficult to learn as they
 have a lower density within the image space. Larger values are easier to
@@ -1302,7 +1275,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output confidence maps relative to the input
 image. This is the reciprocal of the resolution, e.g., an output stride of 2
 results in confidence maps that are 0.5x the size of the input. Increasing
@@ -1317,7 +1290,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -1330,7 +1303,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.offset_refinement">
-<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.offset_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig.offset_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, model will also output an offset refinement map
 used to achieve subpixel localization of peaks during inference. This can
 improve the localization accuracy of the model at the cost of additional
@@ -1349,7 +1322,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PartAffinityFieldsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L216-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L217-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for multi-instance part affinity field heads.</p>
 <p>These heads are used in bottom-up multi-instance models that require information
 about body part connectivity in order to group multiple detections of each body part
@@ -1368,20 +1341,20 @@ <h2> Contents </h2>
 there are many animals present in the frame.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PartAffinityFieldsHeadConfig.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.edges" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.edges" title="Permalink to this definition">#</a></dt>
 <dd><p>List of 2-tuples of the form <code class="xref py py-obj docutils literal notranslate"><span class="pre">(source_node,</span> <span class="pre">destination_node)</span></code> that
 define pairs of text names of the directed edges of the graph. If not set,
 all edges in the skeleton will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Sequence[Tuple[str, str]] | None</p>
+<dd class="field-odd"><p>Optional[Sequence[Tuple[str, str]]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PartAffinityFieldsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution that weigh the part affinity fields
 as a function of their distance from the edge they represent. Smaller values
 are more precise but may be difficult to learn as they have a lower density
@@ -1399,7 +1372,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PartAffinityFieldsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output part affinity fields relative to the
 input image. This is the reciprocal of the resolution, e.g., an output
 stride of 2 results in PAFs that are 0.5x the size of the input. Increasing
@@ -1414,7 +1387,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PartAffinityFieldsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.PartAffinityFieldsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -1429,11 +1402,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">PretrainedEncoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'efficientnetb0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L592-L625"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">PretrainedEncoderConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">encoder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'efficientnetb0'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pretrained</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">decoder_batchnorm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L593-L625"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for UNet backbone with pretrained encoder.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.encoder">
-<span class="sig-name descname"><span class="pre">encoder</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.encoder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">encoder</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.encoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the network architecture to use as the encoder. Valid encoder
 names are:
 - <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;vgg16&quot;,</span> <span class="pre">&quot;vgg19&quot;,</span></code>
@@ -1460,7 +1433,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.pretrained">
-<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.pretrained" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pretrained</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.pretrained" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, use initialized with weights pretrained on ImageNet.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1471,7 +1444,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters">
-<span class="sig-name descname"><span class="pre">decoder_filters</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">decoder_filters</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters for the upsampling blocks in the
 decoder.</p>
 <dl class="field-list simple">
@@ -1483,7 +1456,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters_rate">
-<span class="sig-name descname"><span class="pre">decoder_filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">decoder_filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters by at each
 consecutive upsampling block in the decoder.</p>
 <dl class="field-list simple">
@@ -1495,7 +1468,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the final output.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1506,7 +1479,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.PretrainedEncoderConfig.decoder_batchnorm">
-<span class="sig-name descname"><span class="pre">decoder_batchnorm</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_batchnorm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">decoder_batchnorm</span></span><a class="headerlink" href="#sleap.nn.config.model.PretrainedEncoderConfig.decoder_batchnorm" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> (the default), use batch normalization in the
 decoder layers.</p>
 <dl class="field-list simple">
@@ -1520,11 +1493,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ResNetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'ResNet50'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'frozen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig"><span class="pre">UpsamplingConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L562-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">ResNetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'ResNet50'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'frozen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upsampling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig"><span class="pre">UpsamplingConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L563-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>ResNet backbone configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig.version">
-<span class="sig-name descname"><span class="pre">version</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.version" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">version</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.version" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the ResNetV1 variant. Can be one of: “ResNet50”, “ResNet101”,
 or “ResNet152”.</p>
 <dl class="field-list simple">
@@ -1536,7 +1509,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig.weights">
-<span class="sig-name descname"><span class="pre">weights</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.weights" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">weights</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.weights" title="Permalink to this definition">#</a></dt>
 <dd><p>Controls how the network weights are initialized. If “random”, the
 network is not pretrained. If “frozen”, the network uses pretrained weights
 and keeps them fixed. If “tunable”, the network uses pretrained weights and
@@ -1550,18 +1523,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig.upsampling">
-<span class="sig-name descname"><span class="pre">upsampling</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.upsampling" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">upsampling</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.upsampling" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UpsamplingConfig</span></code></a> that defines an upsampling branch if not None.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig">sleap.nn.config.model.UpsamplingConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig" title="sleap.nn.config.model.UpsamplingConfig">sleap.nn.config.model.UpsamplingConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig.max_stride">
-<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.max_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.max_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the backbone feature activations. These should be &lt;= 32.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1572,7 +1545,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.ResNetConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.ResNetConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the final output. If the upsampling branch is not
 defined, the output stride is controlled via dilated convolutions or reduced
 pooling in the backbone.</p>
@@ -1587,7 +1560,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L6-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsHeadConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L7-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configurations for single instance confidence map heads.</p>
 <p>These heads are used in single instance models that make the assumption that only
 one of each body part is present in the image. These heads produce confidence maps
@@ -1595,20 +1568,20 @@ <h2> Contents </h2>
 <p>Do not use this head if there is more than one animal present in the image.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be configured
 to produce. The number of parts determines the number of channels in the
 output. If not specified, all body parts in the skeleton will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the Gaussian distribution of the confidence maps as a scalar
 float. Smaller values are more precise but may be difficult to learn as they
 have a lower density within the image space. Larger values are easier to
@@ -1624,7 +1597,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The stride of the output confidence maps relative to the input
 image. This is the reciprocal of the resolution, e.g., an output stride of 2
 results in confidence maps that are 0.5x the size of the input. Increasing
@@ -1639,7 +1612,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float used to weigh the loss term for this head during
 training. Increase this to encourage the optimization to focus on improving
 this specific output in multi-head models.</p>
@@ -1652,7 +1625,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.offset_refinement">
-<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.offset_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offset_refinement</span></span><a class="headerlink" href="#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig.offset_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, model will also output an offset refinement map
 used to achieve subpixel localization of peaks during inference. This can
 improve the localization accuracy of the model at the cost of additional
@@ -1671,24 +1644,24 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">UNetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">middle_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L456-L485"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.UNetConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">UNetConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stem_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">16</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">middle_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up_interpolate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stacks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L457-L485"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.UNetConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>UNet backbone configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.stem_stride">
-<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.stem_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stem_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.stem_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>If not None, controls how many stem blocks to use for initial
 downsampling. These are useful for learned downsampling that is able to
 retain spatial information while reducing large input image sizes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.max_stride">
-<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.max_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.max_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of downsampling blocks in the network,
 increasing receptive field size at the cost of network size.</p>
 <dl class="field-list simple">
@@ -1700,7 +1673,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Determines the number of upsampling blocks in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1711,7 +1684,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Base number of filters in the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1722,7 +1695,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.filters_rate">
-<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters by at each block.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1733,7 +1706,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.middle_block">
-<span class="sig-name descname"><span class="pre">middle_block</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.middle_block" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">middle_block</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.middle_block" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, add an intermediate block between the downsampling and
 upsampling branch for additional processing for features at the largest
 receptive field size. This will not introduce an extra pooling step.</p>
@@ -1746,7 +1719,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.up_interpolate">
-<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.up_interpolate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">up_interpolate</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.up_interpolate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, use bilinear upsampling instead of transposed
 convolutions for upsampling. This can save computations but may lower
 overall accuracy.</p>
@@ -1759,7 +1732,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UNetConfig.stacks">
-<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.stacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stacks</span></span><a class="headerlink" href="#sleap.nn.config.model.UNetConfig.stacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of repeated stacks of the network (excluding the stem).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1772,11 +1745,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">UpsamplingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'interpolation'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L513-L559"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.model.</span></span><span class="sig-name descname"><span class="pre">UpsamplingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'interpolation'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">block_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refine_convs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transposed_conv_kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/model.py#L514-L559"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Upsampling stack configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.method">
-<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.method" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">method</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.method" title="Permalink to this definition">#</a></dt>
 <dd><p>If “transposed_conv”, use a strided transposed convolution to perform
 learnable upsampling. If “interpolation”, bilinear upsampling will be used
 instead.</p>
@@ -1789,7 +1762,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.skip_connections">
-<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.skip_connections" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skip_connections</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.skip_connections" title="Permalink to this definition">#</a></dt>
 <dd><p>If “add”, incoming feature tensors form skip connection with
 upsampled features via element-wise addition. Height/width are matched via
 stride and a 1x1 linear conv is applied if the channel counts do no match
@@ -1797,14 +1770,14 @@ <h2> Contents </h2>
 concatenation. If None, skip connections will not be formed.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.block_stride">
-<span class="sig-name descname"><span class="pre">block_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.block_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">block_stride</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.block_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>The striding of the upsampling <em>layer</em> (not tensor). This is
 typically set to 2, such that the tensor doubles in size with each
 upsampling step, but can be set higher to upsample to the desired
@@ -1818,7 +1791,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.filters">
-<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.filters" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.filters" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer that specifies the base number of filters in each convolution
 layer. This will be scaled by the <a class="reference internal" href="#sleap.nn.config.model.UpsamplingConfig.filters_rate" title="sleap.nn.config.model.UpsamplingConfig.filters_rate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">filters_rate</span></code></a> at every upsampling step.</p>
 <dl class="field-list simple">
@@ -1830,7 +1803,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.filters_rate">
-<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.filters_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filters_rate</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.filters_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the number of filters in the convolution layers
 after each upsampling step. If set to 1, the number of filters won’t change.</p>
 <dl class="field-list simple">
@@ -1842,7 +1815,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.refine_convs">
-<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.refine_convs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refine_convs</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.refine_convs" title="Permalink to this definition">#</a></dt>
 <dd><p>If greater than 0, specifies the number of 3x3 convolutions that
 will be applied after the upsampling step for refinement. These layers can
 serve the purpose of “mixing” the skip connection fused features, or to
@@ -1858,14 +1831,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.conv_batchnorm">
-<span class="sig-name descname"><span class="pre">conv_batchnorm</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.conv_batchnorm" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">conv_batchnorm</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.conv_batchnorm" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies whether batch norm should be applied after each
 convolution (and before the ReLU activation).</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.model.UpsamplingConfig.transposed_conv_kernel_size">
-<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.transposed_conv_kernel_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transposed_conv_kernel_size</span></span><a class="headerlink" href="#sleap.nn.config.model.UpsamplingConfig.transposed_conv_kernel_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of the kernel for the transposed convolution.
 No effect if bilinear upsampling is used.</p>
 <dl class="field-list simple">
@@ -1885,12 +1858,16 @@ <h2> Contents </h2>
 
               
               
-              
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+                <footer class="bd-footer-article">
                   
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@@ -1899,7 +1876,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -2076,7 +2052,6 @@ <h2> Contents </h2>
   
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       © Copyright 2019–2024, Talmo Lab.
@@ -2103,8 +2078,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.config.optimization.html b/develop/api/sleap.nn.config.optimization.html
index b78a88165..9716fd089 100644
--- a/develop/api/sleap.nn.config.optimization.html
+++ b/develop/api/sleap.nn.config.optimization.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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+          name="__primary"
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+  <label class="overlay overlay-primary" for="__primary"></label>
   
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+          name="__secondary"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -298,28 +273,26 @@
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@@ -420,18 +393,18 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.config.optimization">
-<span id="sleap-nn-config-optimization"></span><h1>sleap.nn.config.optimization<a class="headerlink" href="#module-sleap.nn.config.optimization" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-optimization"></span><h1>sleap.nn.config.optimization<a class="headerlink" href="#module-sleap.nn.config.optimization" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">AugmentationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rotate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotation_min_angle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-180</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotation_max_angle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">180</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate_min</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate_max</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_min</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_max</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise_min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise_max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise_mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise_stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast_min_gamma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast_max_gamma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness_min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness_max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_flip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flip_horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L5-L87"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">AugmentationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">rotate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotation_min_angle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-180</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotation_max_angle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">180</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate_min</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">translate_max</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_min</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_max</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise_min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uniform_noise_max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise_mean</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gaussian_noise_stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast_min_gamma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast_max_gamma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness_min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">brightness_max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">random_flip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flip_horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L6-L87"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Parameters for configuring an augmentation stack.</p>
 <p>The augmentations will be applied in the the order of the attributes.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.rotate">
-<span class="sig-name descname"><span class="pre">rotate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">rotate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, rotational augmentation will be applied. Rotation is relative
 to the center of the image. See <code class="xref py py-obj docutils literal notranslate"><span class="pre">imgaug.augmenters.geometric.Affine</span></code>.</p>
 <dl class="field-list simple">
@@ -443,7 +416,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.rotation_min_angle">
-<span class="sig-name descname"><span class="pre">rotation_min_angle</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotation_min_angle" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">rotation_min_angle</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotation_min_angle" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum rotation angle in degrees in [-180, 180].</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -454,7 +427,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.rotation_max_angle">
-<span class="sig-name descname"><span class="pre">rotation_max_angle</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotation_max_angle" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">rotation_max_angle</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.rotation_max_angle" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum rotation angle in degrees in [-180, 180].</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -465,7 +438,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.translate">
-<span class="sig-name descname"><span class="pre">translate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">translate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, translational augmentation will be applied. The values are
 sampled independently for x and y coordinates. See
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">imgaug.augmenters.geometric.Affine</span></code>.</p>
@@ -478,7 +451,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.translate_min">
-<span class="sig-name descname"><span class="pre">translate_min</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate_min" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">translate_min</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate_min" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum translation in integer pixel units.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -489,7 +462,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.translate_max">
-<span class="sig-name descname"><span class="pre">translate_max</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate_max" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">translate_max</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.translate_max" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum translation in integer pixel units.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -500,7 +473,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.scale">
-<span class="sig-name descname"><span class="pre">scale</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, scaling augmentation will be applied. See
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">imgaug.augmenters.geometric.Affine</span></code>.</p>
 <dl class="field-list simple">
@@ -512,7 +485,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.scale_min">
-<span class="sig-name descname"><span class="pre">scale_min</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale_min" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale_min</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale_min" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum scaling factor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -523,7 +496,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.scale_max">
-<span class="sig-name descname"><span class="pre">scale_max</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale_max" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale_max</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.scale_max" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum scaling factor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -534,7 +507,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.uniform_noise">
-<span class="sig-name descname"><span class="pre">uniform_noise</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">uniform_noise</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, uniformly distributed noise will be added to the image.
 This is effectively adding a different random value to each pixel to
 simulate shot noise. See <code class="xref py py-obj docutils literal notranslate"><span class="pre">imgaug.augmenters.arithmetic.AddElementwise</span></code>.</p>
@@ -547,7 +520,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.uniform_noise_min_val">
-<span class="sig-name descname"><span class="pre">uniform_noise_min_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise_min_val" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">uniform_noise_min_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise_min_val" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum value to add.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -558,7 +531,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.uniform_noise_max_val">
-<span class="sig-name descname"><span class="pre">uniform_noise_max_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise_max_val" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">uniform_noise_max_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.uniform_noise_max_val" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum value to add.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -569,7 +542,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.gaussian_noise">
-<span class="sig-name descname"><span class="pre">gaussian_noise</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">gaussian_noise</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, normally distributed noise will be added to the image.
 This is similar to uniform noise, but can provide a tigher bound around a
 mean noise magnitude. This is applied independently to each pixel.
@@ -583,7 +556,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_mean">
-<span class="sig-name descname"><span class="pre">gaussian_noise_mean</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_mean" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">gaussian_noise_mean</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_mean" title="Permalink to this definition">#</a></dt>
 <dd><p>Mean of the distribution to sample from.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -594,7 +567,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_stddev">
-<span class="sig-name descname"><span class="pre">gaussian_noise_stddev</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_stddev" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">gaussian_noise_stddev</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.gaussian_noise_stddev" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the distribution to sample from.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -605,7 +578,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.contrast">
-<span class="sig-name descname"><span class="pre">contrast</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">contrast</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, gamma constrast adjustment will be applied to the image.
 This scales all pixel values by <code class="xref py py-obj docutils literal notranslate"><span class="pre">x</span> <span class="pre">**</span> <span class="pre">gamma</span></code> where <code class="xref py py-obj docutils literal notranslate"><span class="pre">x</span></code> is the pixel value in
 the [0, 1] range. Values in [0, 255] are first scaled to [0, 1]. See
@@ -619,7 +592,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.contrast_min_gamma">
-<span class="sig-name descname"><span class="pre">contrast_min_gamma</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast_min_gamma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">contrast_min_gamma</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast_min_gamma" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum gamma to use for augmentation. Reasonable values are
 in [0.5, 2.0].</p>
 <dl class="field-list simple">
@@ -631,7 +604,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.contrast_max_gamma">
-<span class="sig-name descname"><span class="pre">contrast_max_gamma</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast_max_gamma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">contrast_max_gamma</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.contrast_max_gamma" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum gamma to use for augmentation. Reasonable values are
 in [0.5, 2.0].</p>
 <dl class="field-list simple">
@@ -643,7 +616,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.brightness">
-<span class="sig-name descname"><span class="pre">brightness</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">brightness</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the image brightness will be augmented. This adjustment
 simply adds the same value to all pixels in the image to simulate broadfield
 illumination change. See <code class="xref py py-obj docutils literal notranslate"><span class="pre">imgaug.augmenters.arithmetic.Add</span></code>.</p>
@@ -656,7 +629,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.brightness_min_val">
-<span class="sig-name descname"><span class="pre">brightness_min_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness_min_val" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">brightness_min_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness_min_val" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum value to add to all pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -667,7 +640,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.brightness_max_val">
-<span class="sig-name descname"><span class="pre">brightness_max_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness_max_val" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">brightness_max_val</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.brightness_max_val" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum value to add to all pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -678,7 +651,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.random_crop">
-<span class="sig-name descname"><span class="pre">random_crop</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">random_crop</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, performs random crops on the image. This is useful for
 training efficiently on large resolution images, but may fail to learn
 global structure beyond the crop size. Random cropping will be applied after
@@ -692,7 +665,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.random_crop_width">
-<span class="sig-name descname"><span class="pre">random_crop_width</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop_width" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">random_crop_width</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop_width" title="Permalink to this definition">#</a></dt>
 <dd><p>Width of random crops.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -703,7 +676,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.random_crop_height">
-<span class="sig-name descname"><span class="pre">random_crop_height</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop_height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">random_crop_height</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_crop_height" title="Permalink to this definition">#</a></dt>
 <dd><p>Height of random crops.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -714,7 +687,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.random_flip">
-<span class="sig-name descname"><span class="pre">random_flip</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_flip" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">random_flip</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.random_flip" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, images will be randomly reflected. The coordinates of
 the instances will be adjusted accordingly. Body parts that are left/right
 symmetric must be marked on the skeleton in order to be swapped correctly.</p>
@@ -727,7 +700,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.AugmentationConfig.flip_horizontal">
-<span class="sig-name descname"><span class="pre">flip_horizontal</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.flip_horizontal" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flip_horizontal</span></span><a class="headerlink" href="#sleap.nn.config.optimization.AugmentationConfig.flip_horizontal" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, flip images left/right when randomly reflecting
 them. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, flipping is down up/down instead.</p>
 <dl class="field-list simple">
@@ -741,11 +714,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.EarlyStoppingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">EarlyStoppingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stop_training_on_plateau</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_min_delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-06</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_patience</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L150-L167"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">EarlyStoppingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stop_training_on_plateau</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_min_delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-06</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_patience</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L151-L167"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for early stopping.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.EarlyStoppingConfig.stop_training_on_plateau">
-<span class="sig-name descname"><span class="pre">stop_training_on_plateau</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.stop_training_on_plateau" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">stop_training_on_plateau</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.stop_training_on_plateau" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the training will terminate automatically
 when the validation set loss plateaus. This can save time and compute
 resources when there are minimal improvements to be gained from further
@@ -759,7 +732,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.EarlyStoppingConfig.plateau_min_delta">
-<span class="sig-name descname"><span class="pre">plateau_min_delta</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.plateau_min_delta" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plateau_min_delta</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.plateau_min_delta" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum absolute decrease in the loss in order to consider an
 epoch as not in a plateau.</p>
 <dl class="field-list simple">
@@ -771,7 +744,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.EarlyStoppingConfig.plateau_patience">
-<span class="sig-name descname"><span class="pre">plateau_patience</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.plateau_patience" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plateau_patience</span></span><a class="headerlink" href="#sleap.nn.config.optimization.EarlyStoppingConfig.plateau_patience" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of epochs without an improvement of at least
 <a class="reference internal" href="#sleap.nn.config.optimization.EarlyStoppingConfig.plateau_min_delta" title="sleap.nn.config.optimization.EarlyStoppingConfig.plateau_min_delta"><code class="xref py py-obj docutils literal notranslate"><span class="pre">plateau_min_delta</span></code></a> in order for a plateau to be detected.</p>
 <dl class="field-list simple">
@@ -785,11 +758,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">HardKeypointMiningConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">online_mining</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L90-L118"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">HardKeypointMiningConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">online_mining</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L91-L118"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for online hard keypoint mining.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig.online_mining">
-<span class="sig-name descname"><span class="pre">online_mining</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.online_mining" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">online_mining</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.online_mining" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, online hard keypoint mining (OHKM) will be enabled. When
 this is enabled, the loss is computed per keypoint (or edge for PAFs) and
 sorted from lowest (easy) to highest (hard). The hard keypoint loss will be
@@ -806,7 +779,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig.hard_to_easy_ratio">
-<span class="sig-name descname"><span class="pre">hard_to_easy_ratio</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.hard_to_easy_ratio" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">hard_to_easy_ratio</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.hard_to_easy_ratio" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum ratio of the individual keypoint loss with
 respect to the lowest keypoint loss in order to be considered as “hard”.
 This helps to switch focus on across groups of keypoints during training.</p>
@@ -819,7 +792,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig.min_hard_keypoints">
-<span class="sig-name descname"><span class="pre">min_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.min_hard_keypoints" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.min_hard_keypoints" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum number of keypoints that will be considered as
 “hard”, even if they are not below the <a class="reference internal" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.hard_to_easy_ratio" title="sleap.nn.config.optimization.HardKeypointMiningConfig.hard_to_easy_ratio"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hard_to_easy_ratio</span></code></a>.</p>
 <dl class="field-list simple">
@@ -831,21 +804,21 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig.max_hard_keypoints">
-<span class="sig-name descname"><span class="pre">max_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.max_hard_keypoints" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.max_hard_keypoints" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum number of hard keypoints to apply scaling to.
 This can help when there are few very easy keypoints which may skew the
 ratio and result in loss scaling being applied to most keypoints, which can
 reduce the impact of hard mining altogether.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.HardKeypointMiningConfig.loss_scale">
-<span class="sig-name descname"><span class="pre">loss_scale</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.loss_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_scale</span></span><a class="headerlink" href="#sleap.nn.config.optimization.HardKeypointMiningConfig.loss_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the hard keypoint losses by.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -858,11 +831,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">LearningRateScheduleConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reduce_on_plateau</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction_factor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_min_delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-06</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_patience</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_cooldown</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_learning_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-08</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L121-L147"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">LearningRateScheduleConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reduce_on_plateau</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reduction_factor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_min_delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-06</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_patience</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plateau_cooldown</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_learning_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1e-08</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L122-L147"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration for learning rate scheduling.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.reduce_on_plateau">
-<span class="sig-name descname"><span class="pre">reduce_on_plateau</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.reduce_on_plateau" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reduce_on_plateau</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.reduce_on_plateau" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, learning rate will be reduced when the validation
 set loss plateaus. This improves training at later epochs when finer weight
 updates are required for fine-tuning the optimization, balancing out an
@@ -876,7 +849,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.reduction_factor">
-<span class="sig-name descname"><span class="pre">reduction_factor</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.reduction_factor" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reduction_factor</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.reduction_factor" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor by which the learning rate will be scaled when a
 plateau is detected.</p>
 <dl class="field-list simple">
@@ -888,7 +861,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_min_delta">
-<span class="sig-name descname"><span class="pre">plateau_min_delta</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_min_delta" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plateau_min_delta</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_min_delta" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum absolute decrease in the loss in order to consider an
 epoch as not in a plateau.</p>
 <dl class="field-list simple">
@@ -900,7 +873,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_patience">
-<span class="sig-name descname"><span class="pre">plateau_patience</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_patience" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plateau_patience</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_patience" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of epochs without an improvement of at least
 <a class="reference internal" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_min_delta" title="sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_min_delta"><code class="xref py py-obj docutils literal notranslate"><span class="pre">plateau_min_delta</span></code></a> in order for a plateau to be detected.</p>
 <dl class="field-list simple">
@@ -912,7 +885,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_cooldown">
-<span class="sig-name descname"><span class="pre">plateau_cooldown</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_cooldown" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">plateau_cooldown</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.plateau_cooldown" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of epochs after a reduction step before epochs without
 improvement will begin to be counted again.</p>
 <dl class="field-list simple">
@@ -924,7 +897,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.LearningRateScheduleConfig.min_learning_rate">
-<span class="sig-name descname"><span class="pre">min_learning_rate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.min_learning_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_learning_rate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.LearningRateScheduleConfig.min_learning_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum absolute value that the learning rate can be
 reduced to.</p>
 <dl class="field-list simple">
@@ -938,11 +911,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">OptimizationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">preload_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">augmentation_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.AugmentationConfig" title="sleap.nn.config.optimization.AugmentationConfig"><span class="pre">AugmentationConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">online_shuffling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shuffle_buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_val_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'adam'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_learning_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate_schedule</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.LearningRateScheduleConfig" title="sleap.nn.config.optimization.LearningRateScheduleConfig"><span class="pre">LearningRateScheduleConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_keypoint_mining</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.HardKeypointMiningConfig" title="sleap.nn.config.optimization.HardKeypointMiningConfig"><span class="pre">HardKeypointMiningConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.EarlyStoppingConfig" title="sleap.nn.config.optimization.EarlyStoppingConfig"><span class="pre">EarlyStoppingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L170-L254"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.optimization.</span></span><span class="sig-name descname"><span class="pre">OptimizationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">preload_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">augmentation_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.AugmentationConfig" title="sleap.nn.config.optimization.AugmentationConfig"><span class="pre">AugmentationConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">online_shuffling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shuffle_buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">128</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">200</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_val_batches_per_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimizer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'adam'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_learning_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.0001</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">learning_rate_schedule</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.LearningRateScheduleConfig" title="sleap.nn.config.optimization.LearningRateScheduleConfig"><span class="pre">LearningRateScheduleConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_keypoint_mining</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.HardKeypointMiningConfig" title="sleap.nn.config.optimization.HardKeypointMiningConfig"><span class="pre">HardKeypointMiningConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">early_stopping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.optimization.EarlyStoppingConfig" title="sleap.nn.config.optimization.EarlyStoppingConfig"><span class="pre">EarlyStoppingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/optimization.py#L171-L254"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization configuration.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.preload_data">
-<span class="sig-name descname"><span class="pre">preload_data</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.preload_data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">preload_data</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.preload_data" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the data from the training/validation/test labels will be
 loaded into memory at the beginning of training. If False, the data will be
 loaded every time it is accessed. Preloading can considerably speed up the
@@ -958,7 +931,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.augmentation_config">
-<span class="sig-name descname"><span class="pre">augmentation_config</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.augmentation_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">augmentation_config</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.augmentation_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to data augmentation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -969,7 +942,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.online_shuffling">
-<span class="sig-name descname"><span class="pre">online_shuffling</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.online_shuffling" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">online_shuffling</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.online_shuffling" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, data will be shuffled online by maintaining a buffer
 of examples that are sampled from at each step. This allows for
 randomization of data ordering, resulting in more varied mini-batch
@@ -984,7 +957,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.shuffle_buffer_size">
-<span class="sig-name descname"><span class="pre">shuffle_buffer_size</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.shuffle_buffer_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">shuffle_buffer_size</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.shuffle_buffer_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of examples to keep in a buffer to sample uniformly
 from. This should be set to relatively low number as it requires an
 additional copy of each data example to be stored in memory. If set to -1,
@@ -999,7 +972,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.prefetch">
-<span class="sig-name descname"><span class="pre">prefetch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.prefetch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">prefetch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.prefetch" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, data will generated in parallel to training to minimize the
 bottleneck of the preprocessing pipeline.</p>
 <dl class="field-list simple">
@@ -1011,7 +984,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of examples per minibatch, i.e., a single step of training.
 Higher numbers can increase generalization performance by averaging model
 gradient updates over a larger number of examples at the cost of
@@ -1027,7 +1000,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch">
-<span class="sig-name descname"><span class="pre">batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of minibatches (steps) to train for in an epoch. If
 set to None, this is set to the number of batches in the training data or
 <a class="reference internal" href="#sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch" title="sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">min_batches_per_epoch</span></code></a>, whichever is largest. At the end of each epoch, the
@@ -1041,14 +1014,14 @@ <h2> Contents </h2>
 hyperparameter tuning heuristics only consider epoch-to-epoch performance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch">
-<span class="sig-name descname"><span class="pre">min_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum number of batches per epoch if
 <a class="reference internal" href="#sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch" title="sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">batches_per_epoch</span></code></a> is set to None. No effect if the batches per epoch is
 explicitly specified. This should be set to 200-400 to compensate for short
@@ -1062,18 +1035,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.val_batches_per_epoch">
-<span class="sig-name descname"><span class="pre">val_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.val_batches_per_epoch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">val_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.val_batches_per_epoch" title="Permalink to this definition">#</a></dt>
 <dd><p>Same as <a class="reference internal" href="#sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch" title="sleap.nn.config.optimization.OptimizationConfig.batches_per_epoch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">batches_per_epoch</span></code></a>, but for the validation set.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.min_val_batches_per_epoch">
-<span class="sig-name descname"><span class="pre">min_val_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.min_val_batches_per_epoch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_val_batches_per_epoch</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.min_val_batches_per_epoch" title="Permalink to this definition">#</a></dt>
 <dd><p>Same as <a class="reference internal" href="#sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch" title="sleap.nn.config.optimization.OptimizationConfig.min_batches_per_epoch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">min_batches_per_epoch</span></code></a>, but for the
 validation set.</p>
 <dl class="field-list simple">
@@ -1085,7 +1058,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.epochs">
-<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.epochs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.epochs" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum number of epochs to train for. Training can be stopped manually
 or automatically if early stopping is enabled and a plateau is detected.</p>
 <dl class="field-list simple">
@@ -1097,7 +1070,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.optimizer">
-<span class="sig-name descname"><span class="pre">optimizer</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.optimizer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimizer</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.optimizer" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the optimizer to use for training. This is typically “adam”
 but the name of any class from <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.optimizers</span></code> may be used. If “adam”
 is specified, the Adam optimizer will have AMSGrad enabled.</p>
@@ -1110,7 +1083,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.initial_learning_rate">
-<span class="sig-name descname"><span class="pre">initial_learning_rate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.initial_learning_rate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">initial_learning_rate</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.initial_learning_rate" title="Permalink to this definition">#</a></dt>
 <dd><p>The initial learning rate to use for the optimizer. This
 is typically set to 1e-3 or 1e-4, and can be decreased automatically if
 learning rate reduction on plateau is enabled. If this is too high or too
@@ -1124,7 +1097,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.optimization.OptimizationConfig.learning_rate_schedule">
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+<span class="sig-name descname"><span class="pre">learning_rate_schedule</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.learning_rate_schedule" title="Permalink to this definition">#</a></dt>
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 scheduling.</p>
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@@ -1136,7 +1109,7 @@ <h2> Contents </h2>
 
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+<span class="sig-name descname"><span class="pre">hard_keypoint_mining</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.hard_keypoint_mining" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to online hard keypoint
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@@ -1148,7 +1121,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
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+<span class="sig-name descname"><span class="pre">early_stopping</span></span><a class="headerlink" href="#sleap.nn.config.optimization.OptimizationConfig.early_stopping" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to early stopping of training on
 plateau/convergence is detected.</p>
 <dl class="field-list simple">
@@ -1168,12 +1141,16 @@ <h2> Contents </h2>
 
               
               
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diff --git a/develop/api/sleap.nn.config.outputs.html b/develop/api/sleap.nn.config.outputs.html
index adb5646a0..a416aebc0 100644
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -390,17 +363,17 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.config.outputs">
-<span id="sleap-nn-config-outputs"></span><h1>sleap.nn.config.outputs<a class="headerlink" href="#module-sleap.nn.config.outputs" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-outputs"></span><h1>sleap.nn.config.outputs<a class="headerlink" href="#module-sleap.nn.config.outputs" title="Permalink to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">CheckpointingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">initial_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">best_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">every_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latest_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">final_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L6-L37"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">CheckpointingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">initial_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">best_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">every_epoch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latest_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">final_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L7-L37"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration of model checkpointing.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig.initial_model">
-<span class="sig-name descname"><span class="pre">initial_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.initial_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">initial_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.initial_model" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the initial model is saved before any training occurs.
 If the model was not pretrained, these will just be the model with random
 weights. This is mostly useful for comparisons to a random baseline. If
@@ -417,7 +390,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig.best_model">
-<span class="sig-name descname"><span class="pre">best_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.best_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">best_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.best_model" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the model will be saved at the end of an epoch if the
 validation loss has improved. If enabled, the model will be serialized to:</p>
 <blockquote>
@@ -432,7 +405,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig.every_epoch">
-<span class="sig-name descname"><span class="pre">every_epoch</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.every_epoch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">every_epoch</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.every_epoch" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the model will be saved at the end of every epoch,
 regardless of whether there was an improvement detected. If enabled, the
 models will be serialized to:</p>
@@ -448,7 +421,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig.latest_model">
-<span class="sig-name descname"><span class="pre">latest_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.latest_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">latest_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.latest_model" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the model will be saved at the end of every epoch,
 regardless of whether there was an improvement detected, but will overwrite
 the previous latest model. If enabled, the model will be serialized to:</p>
@@ -464,7 +437,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.CheckpointingConfig.final_model">
-<span class="sig-name descname"><span class="pre">final_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.final_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">final_model</span></span><a class="headerlink" href="#sleap.nn.config.outputs.CheckpointingConfig.final_model" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the model will be saved at the end of training, whether it
 was stopped early or finished all epochs. If enabled, the model will be
 serialized to:</p>
@@ -482,11 +455,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">OutputsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name_suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">runs_folder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'models'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_visualizations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_viz_images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zip_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_to_csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.CheckpointingConfig" title="sleap.nn.config.outputs.CheckpointingConfig"><span class="pre">CheckpointingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensorboard</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.TensorBoardConfig" title="sleap.nn.config.outputs.TensorBoardConfig"><span class="pre">TensorBoardConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zmq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.ZMQConfig" title="sleap.nn.config.outputs.ZMQConfig"><span class="pre">ZMQConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L112-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">OutputsConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_name_suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">runs_folder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'models'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_visualizations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_viz_images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zip_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_to_csv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">checkpointing</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.CheckpointingConfig" title="sleap.nn.config.outputs.CheckpointingConfig"><span class="pre">CheckpointingConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensorboard</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.TensorBoardConfig" title="sleap.nn.config.outputs.TensorBoardConfig"><span class="pre">TensorBoardConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">zmq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.config.outputs.ZMQConfig" title="sleap.nn.config.outputs.ZMQConfig"><span class="pre">ZMQConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L113-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration of training outputs.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.save_outputs">
-<span class="sig-name descname"><span class="pre">save_outputs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.save_outputs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_outputs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.save_outputs" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, file system-based outputs will be saved. If False,
 nothing will be written to disk, which may be useful for interactive
 training where no outputs are desired.</p>
@@ -499,7 +472,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.run_name">
-<span class="sig-name descname"><span class="pre">run_name</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run_name</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the training run. This is the name of the folder that all
 outputs related to the training job are stored. If not specified explicitly,
 this will be automatically generated from the configuration options and the
@@ -509,14 +482,14 @@ <h2> Contents </h2>
 <a class="reference internal" href="#sleap.nn.config.outputs.OutputsConfig.run_name_suffix" title="sleap.nn.config.outputs.OutputsConfig.run_name_suffix"><code class="xref py py-obj docutils literal notranslate"><span class="pre">run_name_suffix</span></code></a> are not specified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.run_name_prefix">
-<span class="sig-name descname"><span class="pre">run_name_prefix</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name_prefix" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run_name_prefix</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name_prefix" title="Permalink to this definition">#</a></dt>
 <dd><p>String to prepend to the run name. This is useful to prevent
 multiple runs started at the same exact time to be mapped to the same
 folder, or when a fixed run name is specified.</p>
@@ -529,7 +502,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.run_name_suffix">
-<span class="sig-name descname"><span class="pre">run_name_suffix</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name_suffix" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run_name_suffix</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_name_suffix" title="Permalink to this definition">#</a></dt>
 <dd><p>String to append to the run name. This is useful to prevent
 multiple runs started at the same exact time to be mapped to the same
 folder, or when a fixed run name is specified. If set to None, this will be
@@ -544,14 +517,14 @@ <h2> Contents </h2>
 </div></blockquote>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.runs_folder">
-<span class="sig-name descname"><span class="pre">runs_folder</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.runs_folder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">runs_folder</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.runs_folder" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to the folder that run data should be stored in. All the data
 for a single run are stored in the path:</p>
 <blockquote>
@@ -571,7 +544,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.tags">
-<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.tags" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tags</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.tags" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of strings to use as “tags” that can be used to organize multiple
 runs. These are not used for anything during training or inference, so they
 can be used to store arbitrary user-specified metadata.</p>
@@ -584,7 +557,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.save_visualizations">
-<span class="sig-name descname"><span class="pre">save_visualizations</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.save_visualizations" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_visualizations</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.save_visualizations" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, will render and save visualizations of the model
 predictions as PNGs to “{run_folder}/viz/{split}.{epoch:04d}.png”, where the
 split is one of “train”, “validation”, “test”.</p>
@@ -597,7 +570,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.keep_viz_images">
-<span class="sig-name descname"><span class="pre">keep_viz_images</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.keep_viz_images" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keep_viz_images</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.keep_viz_images" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, keep the saved visualization images after training
 completes. This is useful unchecked to reduce the model folder size if you do not need
 to keep the visualization images.</p>
@@ -610,7 +583,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.zip_outputs">
-<span class="sig-name descname"><span class="pre">zip_outputs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.zip_outputs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">zip_outputs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.zip_outputs" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, compress the run folder to a zip file. This will be named
 “{run_folder}.zip”.</p>
 <dl class="field-list simple">
@@ -622,7 +595,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.log_to_csv">
-<span class="sig-name descname"><span class="pre">log_to_csv</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.log_to_csv" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">log_to_csv</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.log_to_csv" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, loss and metrics will be saved to a simple CSV after each
 epoch to “{run_folder}/training_log.csv”</p>
 <dl class="field-list simple">
@@ -634,7 +607,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.checkpointing">
-<span class="sig-name descname"><span class="pre">checkpointing</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.checkpointing" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">checkpointing</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.checkpointing" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to model checkpointing.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -645,7 +618,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.tensorboard">
-<span class="sig-name descname"><span class="pre">tensorboard</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.tensorboard" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tensorboard</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.tensorboard" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to TensorBoard logging.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -656,7 +629,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.zmq">
-<span class="sig-name descname"><span class="pre">zmq</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.zmq" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">zmq</span></span><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.zmq" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to ZeroMQ-based control and monitoring.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -667,7 +640,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.OutputsConfig.run_path">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">run_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_path" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">run_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.config.outputs.OutputsConfig.run_path" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the complete run path where all training outputs are stored.</p>
 <dl class="simple">
 <dt>This path is determined by other attributes using the pattern:</dt><dd><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">{runs_folder}/{run_name_prefix}{run_name}{run_name_suffix}</span></code></p>
@@ -692,11 +665,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">TensorBoardConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">write_logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'epoch'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">architecture_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">profile_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visualizations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L40-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">TensorBoardConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">write_logs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_frequency</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'epoch'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">architecture_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">profile_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">visualizations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L41-L69"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration of TensorBoard-based monitoring of the training.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig.write_logs">
-<span class="sig-name descname"><span class="pre">write_logs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.write_logs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">write_logs</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.write_logs" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, logging data will be written to disk within the run folder.
 TensorBoard can monitor either the specific run folder, or the parent runs
 folder that may contain multiple models/runs. Both will be displayed
@@ -710,7 +683,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig.loss_frequency">
-<span class="sig-name descname"><span class="pre">loss_frequency</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.loss_frequency" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_frequency</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.loss_frequency" title="Permalink to this definition">#</a></dt>
 <dd><p>How often loss and metrics will be written out to disk. This can
 be “epoch” to only write summaries at the end of every epoch, “batch” to
 write summaries after every batch. High frequency writing can considerably
@@ -726,7 +699,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig.architecture_graph">
-<span class="sig-name descname"><span class="pre">architecture_graph</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.architecture_graph" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">architecture_graph</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.architecture_graph" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the architecture of the model will be saved
 and can be viewed graphically in TensorBoard. This is only saved at the
 beginning of training, but can consume a lot of disk space for large models,
@@ -740,7 +713,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig.profile_graph">
-<span class="sig-name descname"><span class="pre">profile_graph</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.profile_graph" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">profile_graph</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.profile_graph" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, profiles the second batch of examples to collect compute
 statistics.</p>
 <dl class="field-list simple">
@@ -752,7 +725,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.TensorBoardConfig.visualizations">
-<span class="sig-name descname"><span class="pre">visualizations</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.visualizations" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">visualizations</span></span><a class="headerlink" href="#sleap.nn.config.outputs.TensorBoardConfig.visualizations" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, visualizations of the model predictions are rendered
 and logged for display in TensorBoard -&gt; Images.</p>
 <dl class="field-list simple">
@@ -766,11 +739,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">ZMQConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">subscribe_to_controller</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">controller_address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">controller_polling_timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publish_updates</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publish_address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L72-L109"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.outputs.</span></span><span class="sig-name descname"><span class="pre">ZMQConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">subscribe_to_controller</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">controller_address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9000'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">controller_polling_timeout</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publish_updates</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publish_address</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'tcp://127.0.0.1:9001'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/outputs.py#L73-L109"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration of ZeroMQ-based monitoring of the training.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig.subscribe_to_controller">
-<span class="sig-name descname"><span class="pre">subscribe_to_controller</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.subscribe_to_controller" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">subscribe_to_controller</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.subscribe_to_controller" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, will listen for commands broadcast over a
 socket or another messaging endpoint using the ZeroMQ SUB protocol. This
 allows for external/asynchronous control of the training loop from other
@@ -794,7 +767,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig.controller_address">
-<span class="sig-name descname"><span class="pre">controller_address</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.controller_address" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">controller_address</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.controller_address" title="Permalink to this definition">#</a></dt>
 <dd><p>IP address/hostname and port number of the endpoint to
 listen for command messages from. For TCP-based endpoints, this must be in
 the form of “<a class="reference external" href="tcp:/">tcp:/</a>/{ip_address}:{port_number}”. Defaults to
@@ -808,7 +781,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig.controller_polling_timeout">
-<span class="sig-name descname"><span class="pre">controller_polling_timeout</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.controller_polling_timeout" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">controller_polling_timeout</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.controller_polling_timeout" title="Permalink to this definition">#</a></dt>
 <dd><p>Polling timeout in microseconds specified as an
 integer. This controls how long the poller should wait to receive a response
 and should be set to a small value to minimize the impact on training speed.</p>
@@ -821,7 +794,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig.publish_updates">
-<span class="sig-name descname"><span class="pre">publish_updates</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.publish_updates" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">publish_updates</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.publish_updates" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, training summaries will be broadcast over a socket or
 another messaging endpoint using the ZeroMQ PUB protocol. This is useful for
 asynchronously monitoring training with external programs without writing to
@@ -837,7 +810,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.outputs.ZMQConfig.publish_address">
-<span class="sig-name descname"><span class="pre">publish_address</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.publish_address" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">publish_address</span></span><a class="headerlink" href="#sleap.nn.config.outputs.ZMQConfig.publish_address" title="Permalink to this definition">#</a></dt>
 <dd><p>IP address/hostname and port number of the endpoint to publish
 updates to. For TCP-based endpoints, this must be in the form of
 “<a class="reference external" href="tcp:/">tcp:/</a>/{ip_address}:{port_number}”. Defaults to “<a class="reference external" href="tcp://127.0.0.1:9001">tcp://127.0.0.1:9001</a>”.</p>
@@ -858,12 +831,16 @@ <h2> Contents </h2>
 
               
               
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diff --git a/develop/api/sleap.nn.config.training_job.html b/develop/api/sleap.nn.config.training_job.html
index a8a44f40e..4e8e68dac 100644
--- a/develop/api/sleap.nn.config.training_job.html
+++ b/develop/api/sleap.nn.config.training_job.html
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -298,28 +273,26 @@
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@@ -366,10 +339,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.config.training_job">
-<span id="sleap-nn-config-training-job"></span><h1>sleap.nn.config.training_job<a class="headerlink" href="#module-sleap.nn.config.training_job" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-training-job"></span><h1>sleap.nn.config.training_job<a class="headerlink" href="#module-sleap.nn.config.training_job" title="Permalink to this heading">#</a></h1>
 <p>Serializable configuration classes for specifying all training job parameters.</p>
 <p>These configuration classes are intended to specify all the parameters required to run
 a training job or perform inference from a serialized one.</p>
@@ -400,11 +373,11 @@ <h2> Contents </h2>
 parameters are aggregated and documented for end users (as opposed to developers).</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.training_job.</span></span><span class="sig-name descname"><span class="pre">TrainingJobConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ModelConfig" title="sleap.nn.config.model.ModelConfig"><span class="pre">ModelConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sleap_version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'1.4.1a2'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L40-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.config.training_job.</span></span><span class="sig-name descname"><span class="pre">TrainingJobConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ModelConfig" title="sleap.nn.config.model.ModelConfig"><span class="pre">ModelConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sleap_version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'1.4.1a2'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L41-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration of a training job.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.data">
-<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.data" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.data" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to the training data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -415,7 +388,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.model" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to the model architecture.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -426,7 +399,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.optimization">
-<span class="sig-name descname"><span class="pre">optimization</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.optimization" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.optimization" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to the training.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -437,7 +410,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.outputs">
-<span class="sig-name descname"><span class="pre">outputs</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.outputs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">outputs</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.outputs" title="Permalink to this definition">#</a></dt>
 <dd><p>Configuration options related to outputs during training.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -448,51 +421,51 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional name for this configuration profile.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.description" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.description" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional description of the configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.sleap_version">
-<span class="sig-name descname"><span class="pre">sleap_version</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.sleap_version" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sleap_version</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.sleap_version" title="Permalink to this definition">#</a></dt>
 <dd><p>Version of SLEAP that generated this configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.filename" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filename</span></span><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Path to this config file if it was loaded from disk.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.from_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L78-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.from_json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L78-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.from_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Create training job configuration from JSON text data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -506,7 +479,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.from_json_dicts">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json_dicts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L64-L76"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.from_json_dicts" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json_dicts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data_dicts</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L64-L76"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.from_json_dicts" title="Permalink to this definition">#</a></dt>
 <dd><p>Create training job configuration from dictionaries decoded from JSON.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -521,7 +494,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.load_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_training_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L92-L124"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.load_json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_training_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L92-L124"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.TrainingJobConfig.load_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a training job configuration from a file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -540,7 +513,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.config.training_job.TrainingJobConfig.save_json">
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+<span class="sig-prename descclassname"><span class="pre">sleap.nn.config.training_job.</span></span><span class="sig-name descname"><span class="pre">load_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">load_training_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/training_job.py#L146-L159"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.training_job.load_config" title="Permalink to this definition">#</a></dt>
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+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
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+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
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+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
 </div>
 
 
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+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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     <span class="fa-solid fa-list"></span>
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+</label>
 </div></div>
       
     </div>
@@ -350,14 +323,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.config.utils">
-<span id="sleap-nn-config-utils"></span><h1>sleap.nn.config.utils<a class="headerlink" href="#module-sleap.nn.config.utils" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-config-utils"></span><h1>sleap.nn.config.utils<a class="headerlink" href="#module-sleap.nn.config.utils" title="Permalink to this heading">#</a></h1>
 <p>Utilities for config building and validation.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.config.utils.oneof">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.config.utils.</span></span><span class="sig-name descname"><span class="pre">oneof</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attrs_cls</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">must_be_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/utils.py#L4-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.utils.oneof" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.config.utils.</span></span><span class="sig-name descname"><span class="pre">oneof</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attrs_cls</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">must_be_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/config/utils.py#L4-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.config.utils.oneof" title="Permalink to this definition">#</a></dt>
 <dd><p>Ensure that the decorated attrs class only has a single attribute set.</p>
 <p>This decorator is inspired by the <a class="reference internal" href="#sleap.nn.config.utils.oneof" title="sleap.nn.config.utils.oneof"><code class="xref py py-obj docutils literal notranslate"><span class="pre">oneof</span></code></a> protobuffer field behavior.</p>
 <dl class="field-list simple">
@@ -383,12 +356,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
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+
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             </div>
@@ -397,7 +374,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
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     <i class="fa-solid fa-list"></i> Contents
@@ -426,7 +402,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -453,8 +428,8 @@ <h2> Contents </h2>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
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diff --git a/develop/api/sleap.nn.data.augmentation.html b/develop/api/sleap.nn.data.augmentation.html
index ae86c897f..99e777836 100644
--- a/develop/api/sleap.nn.data.augmentation.html
+++ b/develop/api/sleap.nn.data.augmentation.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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-      
-        
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       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- document.write(`
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
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@@ -375,21 +348,21 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.augmentation">
-<span id="sleap-nn-data-augmentation"></span><h1>sleap.nn.data.augmentation<a class="headerlink" href="#module-sleap.nn.data.augmentation" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-augmentation"></span><h1>sleap.nn.data.augmentation<a class="headerlink" href="#module-sleap.nn.data.augmentation" title="Permalink to this heading">#</a></h1>
 <p>Transformers for applying data augmentation.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">AlbumentationsAugmenter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">augmenter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Compose</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L105-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">AlbumentationsAugmenter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">augmenter</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Compose</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L106-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer based on the <code class="xref py py-obj docutils literal notranslate"><span class="pre">albumentations</span></code> library.</p>
 <p>This class can generate a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> from an existing one that generates
 image and instance data. Element of the output dataset will have a set of
 augmentation transformations applied.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.augmenter">
-<span class="sig-name descname"><span class="pre">augmenter</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.augmenter" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">augmenter</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.augmenter" title="Permalink to this definition">#</a></dt>
 <dd><p>An instance of <code class="xref py py-obj docutils literal notranslate"><span class="pre">albumentations.Compose</span></code> that will be applied to
 each element of the input dataset.</p>
 <dl class="field-list simple">
@@ -401,7 +374,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.image_key">
-<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the image is stored. Defaults to
 “image”.</p>
 <dl class="field-list simple">
@@ -413,7 +386,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.instances_key">
-<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.instances_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.instances_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the instance points are stored.
 Defaults to “instances”.</p>
 <dl class="field-list simple">
@@ -425,7 +398,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.AugmentationConfig" title="sleap.nn.config.optimization.AugmentationConfig"><span class="pre">AugmentationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter" title="sleap.nn.data.augmentation.AlbumentationsAugmenter"><span class="pre">AlbumentationsAugmenter</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L126-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.AugmentationConfig" title="sleap.nn.config.optimization.AugmentationConfig"><span class="pre">AugmentationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter" title="sleap.nn.data.augmentation.AlbumentationsAugmenter"><span class="pre">AlbumentationsAugmenter</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L126-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an augmenter from a set of configuration parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -446,19 +419,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.AlbumentationsAugmenter.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L215-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L215-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.AlbumentationsAugmenter.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> with elements containing augmented data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -481,14 +454,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomCropper">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">RandomCropper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L264-L333"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">RandomCropper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L265-L333"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer for applying random crops to input images.</p>
 <p>This class can generate a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> from an existing one that generates
 image and instance data. Element of the output dataset will have random crops
 applied.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomCropper.crop_height">
-<span class="sig-name descname"><span class="pre">crop_height</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.crop_height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_height</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.crop_height" title="Permalink to this definition">#</a></dt>
 <dd><p>The height of the cropped region in pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -499,7 +472,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomCropper.crop_width">
-<span class="sig-name descname"><span class="pre">crop_width</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.crop_width" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_width</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.crop_width" title="Permalink to this definition">#</a></dt>
 <dd><p>The width of the cropped region in pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -510,7 +483,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomCropper.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L288-L333"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L288-L333"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomCropper.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> with elements containing augmented data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -531,14 +504,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">RandomFlipper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L336-L424"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">RandomFlipper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L337-L424"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer for applying random flipping to input images.</p>
 <p>This class can generate a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> from an existing one that generates
 image and instance data. Elements of the output dataset will have random horizontal
 flips applied.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper.symmetric_inds">
-<span class="sig-name descname"><span class="pre">symmetric_inds</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.symmetric_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">symmetric_inds</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.symmetric_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Indices of symmetric pairs of nodes as a an array of shape
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">(n_symmetries,</span> <span class="pre">2)</span></code>. Each row contains the indices of nodes that are mirror
 symmetric, e.g., left/right body parts. The ordering of the list or which
@@ -547,14 +520,14 @@ <h2> Contents </h2>
 (the default).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>numpy.ndarray | None</p>
+<dd class="field-odd"><p>Optional[numpy.ndarray]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper.horizontal">
-<span class="sig-name descname"><span class="pre">horizontal</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.horizontal" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">horizontal</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.horizontal" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> (the default), flips are applied horizontally instead of
 vertically.</p>
 <dl class="field-list simple">
@@ -566,7 +539,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper.probability">
-<span class="sig-name descname"><span class="pre">probability</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.probability" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">probability</span></span><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.probability" title="Permalink to this definition">#</a></dt>
 <dd><p>The probability that the augmentation should be applied.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -577,7 +550,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper.from_skeleton">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.augmentation.RandomFlipper" title="sleap.nn.data.augmentation.RandomFlipper"><span class="pre">RandomFlipper</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L360-L379"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.from_skeleton" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">horizontal</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">probability</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.augmentation.RandomFlipper" title="sleap.nn.data.augmentation.RandomFlipper"><span class="pre">RandomFlipper</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L360-L379"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.from_skeleton" title="Permalink to this definition">#</a></dt>
 <dd><p>Create an instance of <a class="reference internal" href="#sleap.nn.data.augmentation.RandomFlipper" title="sleap.nn.data.augmentation.RandomFlipper"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RandomFlipper</span></code></a> from a skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -596,7 +569,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.RandomFlipper.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L389-L424"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L389-L424"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.RandomFlipper.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> with elements containing augmented data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -614,7 +587,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.flip_instances_lr">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">flip_instances_lr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L13-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.flip_instances_lr" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">flip_instances_lr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L13-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.flip_instances_lr" title="Permalink to this definition">#</a></dt>
 <dd><p>Flip a set of instance points horizontally with symmetric node adjustment.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -638,7 +611,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.augmentation.flip_instances_ud">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">flip_instances_ud</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L59-L102"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.flip_instances_ud" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.augmentation.</span></span><span class="sig-name descname"><span class="pre">flip_instances_ud</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">symmetric_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/augmentation.py#L59-L102"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.augmentation.flip_instances_ud" title="Permalink to this definition">#</a></dt>
 <dd><p>Flip a set of instance points vertically with symmetric node adjustment.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -668,12 +641,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -682,7 +659,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -736,7 +712,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -763,8 +738,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.data.confidence_maps.html b/develop/api/sleap.nn.data.confidence_maps.html
index 4136a7d10..ebd6727c4 100644
--- a/develop/api/sleap.nn.data.confidence_maps.html
+++ b/develop/api/sleap.nn.data.confidence_maps.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.data.confidence_maps &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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@@ -387,18 +360,18 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.confidence_maps">
-<span id="sleap-nn-data-confidence-maps"></span><h1>sleap.nn.data.confidence_maps<a class="headerlink" href="#module-sleap.nn.data.confidence_maps" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-confidence-maps"></span><h1>sleap.nn.data.confidence_maps<a class="headerlink" href="#module-sleap.nn.data.confidence_maps" title="Permalink to this heading">#</a></h1>
 <p>Transformers for confidence map generation.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">InstanceConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L318-L456"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">InstanceConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L319-L456"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate instance-centered confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the 2D Gaussian distribution sampled to generate
 confidence maps. This defines the spread in units of the input image’s grid,
 i.e., it does not take scaling in previous steps into account.</p>
@@ -411,7 +384,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Relative stride of the generated confidence maps. This is
 effectively the reciprocal of the output scale, i.e., increase this to
 generate confidence maps that are smaller than the input images.</p>
@@ -424,7 +397,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.all_instances">
-<span class="sig-name descname"><span class="pre">all_instances</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.all_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">all_instances</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.all_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, will also generate the multi-instance confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -435,7 +408,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.with_offsets">
-<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, also return offsets for refining the peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -446,7 +419,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.offsets_threshold">
-<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.offsets_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.offsets_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value below which offsets will be
 replaced with zeros.</p>
 <dl class="field-list simple">
@@ -458,7 +431,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.flatten_offsets">
-<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.flatten_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.flatten_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the last two channels of the offset maps will be
 flattened to produce rank-3 tensors. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, the generated offset maps
 will be rank-4 with shape <code class="xref py py-obj docutils literal notranslate"><span class="pre">(height,</span> <span class="pre">width,</span> <span class="pre">n_nodes,</span> <span class="pre">2)</span></code>.</p>
@@ -471,19 +444,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L365-L456"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L365-L456"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.InstanceConfidenceMapGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -515,11 +488,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">MultiConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L195-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">MultiConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L196-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate multi-instance confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the 2D Gaussian distribution sampled to generate
 confidence maps. This defines the spread in units of the input image’s grid,
 i.e., it does not take scaling in previous steps into account.</p>
@@ -532,7 +505,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Relative stride of the generated confidence maps. This is
 effectively the reciprocal of the output scale, i.e., increase this to
 generate confidence maps that are smaller than the input images.</p>
@@ -545,7 +518,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.centroids">
-<span class="sig-name descname"><span class="pre">centroids</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.centroids" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroids</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.centroids" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, generate confidence maps for centroids rather than
 instance points.</p>
 <dl class="field-list simple">
@@ -557,7 +530,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.with_offsets">
-<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, also return offsets for refining the peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -568,7 +541,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.offsets_threshold">
-<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.offsets_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.offsets_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value below which offsets will be
 replaced with zeros.</p>
 <dl class="field-list simple">
@@ -580,7 +553,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.flatten_offsets">
-<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.flatten_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.flatten_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the last two channels of the offset maps will be
 flattened to produce rank-3 tensors. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, the generated offset maps
 will be rank-4 with shape <code class="xref py py-obj docutils literal notranslate"><span class="pre">(height,</span> <span class="pre">width,</span> <span class="pre">n_nodes,</span> <span class="pre">2)</span></code>.</p>
@@ -593,19 +566,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L243-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L243-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.MultiConfidenceMapGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -636,11 +609,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L459-L556"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfidenceMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L460-L556"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate single-instance confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the 2D Gaussian distribution sampled to generate
 confidence maps. This defines the spread in units of the input image’s grid,
 i.e., it does not take scaling in previous steps into account.</p>
@@ -653,7 +626,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Relative stride of the generated confidence maps. This is
 effectively the reciprocal of the output scale, i.e., increase this to
 generate confidence maps that are smaller than the input images.</p>
@@ -666,7 +639,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.with_offsets">
-<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">with_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, also return offsets for refining the peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -677,7 +650,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.offsets_threshold">
-<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.offsets_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_threshold</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.offsets_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value below which offsets will be
 replaced with zeros.</p>
 <dl class="field-list simple">
@@ -689,7 +662,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.flatten_offsets">
-<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.flatten_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flatten_offsets</span></span><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.flatten_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the last two channels of the offset maps will be
 flattened to produce rank-3 tensors. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, the generated offset maps
 will be rank-4 with shape <code class="xref py py-obj docutils literal notranslate"><span class="pre">(height,</span> <span class="pre">width,</span> <span class="pre">n_nodes,</span> <span class="pre">2)</span></code>.</p>
@@ -702,19 +675,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L497-L556"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L497-L556"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.SingleInstanceConfidenceMapGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -740,7 +713,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.make_confmaps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L10-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L10-L54"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Make confidence maps from a set of points from a single instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -777,7 +750,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.make_multi_confmaps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L57-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_multi_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L57-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_multi_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Make confidence maps for multiple instances through reduction.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -816,7 +789,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.confidence_maps.make_multi_confmaps_with_offsets">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_confmaps_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L113-L192"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_multi_confmaps_with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.confidence_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_confmaps_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/confidence_maps.py#L113-L192"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.confidence_maps.make_multi_confmaps_with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Make confidence maps and offsets for multiple instances through reduction.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -873,12 +846,16 @@ <h2> Contents </h2>
 
               
               
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -403,15 +376,15 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.dataset_ops">
-<span id="sleap-nn-data-dataset-ops"></span><h1>sleap.nn.data.dataset_ops<a class="headerlink" href="#module-sleap.nn.data.dataset_ops" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-dataset-ops"></span><h1>sleap.nn.data.dataset_ops<a class="headerlink" href="#module-sleap.nn.data.dataset_ops" title="Permalink to this heading">#</a></h1>
 <p>Transformers for dataset (multi-example) operations, e.g., shuffling and batching.</p>
 <p>These are mostly wrappers for standard tf.data.Dataset ops.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Batcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">drop_remainder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L75-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Batcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">drop_remainder</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L76-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher" title="Permalink to this definition">#</a></dt>
 <dd><p>Batching transformer for use in pipelines.</p>
 <p>This class enables variable-length example keys to be batched by converting them to
 ragged tensors prior to concatenation, then converting them back to dense tensors.</p>
@@ -423,7 +396,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of elements within a batch. Every key will be stacked within
 their first axis (with expansion) such that it has <a class="reference internal" href="#sleap.nn.data.dataset_ops.Batcher.batch_size" title="sleap.nn.data.dataset_ops.Batcher.batch_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">batch_size</span></code></a> length.</p>
 <dl class="field-list simple">
@@ -435,7 +408,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.drop_remainder">
-<span class="sig-name descname"><span class="pre">drop_remainder</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.drop_remainder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">drop_remainder</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.drop_remainder" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, final elements with fewer than <a class="reference internal" href="#sleap.nn.data.dataset_ops.Batcher.batch_size" title="sleap.nn.data.dataset_ops.Batcher.batch_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">batch_size</span></code></a> examples
 will be dropped once the end of the input dataset iteration is reached. This
 should be True for training and False for inference.</p>
@@ -448,7 +421,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.unrag">
-<span class="sig-name descname"><span class="pre">unrag</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.unrag" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">unrag</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.unrag" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, any tensors that were of variable length will be left as
 <a href="#id1"><span class="problematic" id="id2">`</span></a>tf.RaggedTensor`s. If True, the tensors will be converted to full tensors
 with NaN padding. Leaving tensors as ragged is useful when downstream ops
@@ -462,19 +435,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Batcher.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L114-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L114-L158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Batcher.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with batched elements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -499,13 +472,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.LambdaFilter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">LambdaFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filter_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L323-L362"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">LambdaFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filter_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L324-L362"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for filtering examples out of a dataset.</p>
 <p>This class is useful for eliminating examples that fail to meet some criteria, e.g.,
 when no peaks are found.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.LambdaFilter.filter_fn">
-<span class="sig-name descname"><span class="pre">filter_fn</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.filter_fn" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">filter_fn</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.filter_fn" title="Permalink to this definition">#</a></dt>
 <dd><p>Callable that takes an example dictionary as input and returns True
 if the the element should be kept.</p>
 <dl class="field-list simple">
@@ -517,19 +490,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.LambdaFilter.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.LambdaFilter.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.LambdaFilter.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L347-L362"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L347-L362"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.LambdaFilter.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with filtering applied.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -547,13 +520,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Prefetcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L231-L272"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Prefetcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prefetch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L232-L272"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher" title="Permalink to this definition">#</a></dt>
 <dd><p>Prefetching transformer for use in pipelines.</p>
 <p>Prefetches elements from the input dataset to minimize the processing bottleneck
 as elements are requested since prefetching can occur in parallel.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher.prefetch">
-<span class="sig-name descname"><span class="pre">prefetch</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.prefetch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">prefetch</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.prefetch" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, returns the input dataset unmodified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -564,7 +537,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher.buffer_size">
-<span class="sig-name descname"><span class="pre">buffer_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.buffer_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">buffer_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.buffer_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Keep <a class="reference internal" href="#sleap.nn.data.dataset_ops.Prefetcher.buffer_size" title="sleap.nn.data.dataset_ops.Prefetcher.buffer_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">buffer_size</span></code></a> elements loaded in the buffer. If set to -1
 (<code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.experimental.AUTOTUNE</span></code>), this value will be optimized
 automatically to decrease latency.</p>
@@ -577,19 +550,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Prefetcher.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L258-L272"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L258-L272"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Prefetcher.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with prefetching to maintain a buffer during iteration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -607,7 +580,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Preloader">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Preloader</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L275-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Preloader</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L276-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader" title="Permalink to this definition">#</a></dt>
 <dd><p>Preload elements of the underlying dataset to generate in-memory examples.</p>
 <p>This transformer can lead to considerable performance improvements at the cost of
 memory consumption.</p>
@@ -615,7 +588,7 @@ <h2> Contents </h2>
 examples are accessible directly via the <a class="reference internal" href="#sleap.nn.data.dataset_ops.Preloader.examples" title="sleap.nn.data.dataset_ops.Preloader.examples"><code class="xref py py-obj docutils literal notranslate"><span class="pre">examples</span></code></a> attribute.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Preloader.examples">
-<span class="sig-name descname"><span class="pre">examples</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.examples" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">examples</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.examples" title="Permalink to this definition">#</a></dt>
 <dd><p>Stored list of preloaded elements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -626,19 +599,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Preloader.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Preloader.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Preloader.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L301-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L301-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Preloader.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that generates preloaded elements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -659,7 +632,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Repeater</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repeat</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L180-L228"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Repeater</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">repeat</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">epochs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L181-L228"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater" title="Permalink to this definition">#</a></dt>
 <dd><p>Repeating transformer for use in pipelines.</p>
 <p>Repeats the underlying elements indefinitely or for a number of “iterations” or
 “epochs”.</p>
@@ -673,7 +646,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater.repeat">
-<span class="sig-name descname"><span class="pre">repeat</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.repeat" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">repeat</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.repeat" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, returns the input dataset unmodified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -684,7 +657,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater.epochs">
-<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.epochs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">epochs</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.epochs" title="Permalink to this definition">#</a></dt>
 <dd><p>If -1, repeats the input dataset elements infinitely. Otherwise, loops
 through the elements of the input dataset this number of times.</p>
 <dl class="field-list simple">
@@ -696,19 +669,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Repeater.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L215-L228"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L215-L228"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Repeater.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with repeated loops over the input elements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -725,7 +698,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Shuffler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shuffle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reshuffle_each_iteration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L13-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Shuffler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shuffle</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reshuffle_each_iteration</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L14-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler" title="Permalink to this definition">#</a></dt>
 <dd><p>Shuffling transformer for use in pipelines.</p>
 <p>The input to this transformer should not be repeated or batched (though the latter
 would technically work). Repeating prevents the shuffling from going through “epoch”
@@ -741,7 +714,7 @@ <h2> Contents </h2>
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.shuffle">
-<span class="sig-name descname"><span class="pre">shuffle</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.shuffle" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">shuffle</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.shuffle" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, returns the input dataset unmodified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -752,7 +725,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.buffer_size">
-<span class="sig-name descname"><span class="pre">buffer_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.buffer_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">buffer_size</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.buffer_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of examples to keep in a buffer to sample uniformly from. If
 set too high, it may take a long time to fill the initial buffer, especially
 if it resets every epoch.</p>
@@ -765,7 +738,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.reshuffle_each_iteration">
-<span class="sig-name descname"><span class="pre">reshuffle_each_iteration</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.reshuffle_each_iteration" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">reshuffle_each_iteration</span></span><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.reshuffle_each_iteration" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, resets the sampling buffer every iteration
 through the underlying dataset.</p>
 <dl class="field-list simple">
@@ -777,19 +750,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Shuffler.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L53-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L53-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Shuffler.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with shuffled element order.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -809,23 +782,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Unbatcher">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Unbatcher</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L161-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.dataset_ops.</span></span><span class="sig-name descname"><span class="pre">Unbatcher</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L162-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher" title="Permalink to this definition">#</a></dt>
 <dd><p>Unbatching transformer for use in pipelines.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Unbatcher.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Unbatcher.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.dataset_ops.Unbatcher.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L175-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/dataset_ops.py#L175-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.dataset_ops.Unbatcher.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with unbatched elements.</p>
 </dd></dl>
 
@@ -839,12 +812,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -853,7 +830,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -935,7 +911,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -962,8 +937,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.nn.data.edge_maps.html b/develop/api/sleap.nn.data.edge_maps.html
index e84f53727..1149f6c5d 100644
--- a/develop/api/sleap.nn.data.edge_maps.html
+++ b/develop/api/sleap.nn.data.edge_maps.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.data.edge_maps &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.data.edge_maps';</script>
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-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-  
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-  
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__primary"
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+  <label class="overlay overlay-primary" for="__primary"></label>
   
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           class="sidebar-toggle"
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-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
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-</div>
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+    </nav>
   
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-      
-        
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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 </a></div>
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
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   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
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+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
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 </script>
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     <span class="fa-solid fa-list"></span>
-</button>
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 </div></div>
       
     </div>
@@ -364,18 +337,18 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.edge_maps">
-<span id="sleap-nn-data-edge-maps"></span><h1>sleap.nn.data.edge_maps<a class="headerlink" href="#module-sleap.nn.data.edge_maps" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-edge-maps"></span><h1>sleap.nn.data.edge_maps<a class="headerlink" href="#module-sleap.nn.data.edge_maps" title="Permalink to this heading">#</a></h1>
 <p>Transformers for generating edge confidence maps and part affinity fields.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L240-L359"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flatten_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L241-L359"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate part affinity fields.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the 2D Gaussian distribution sampled to weight the
 part affinity fields by their distance to the edges. This defines the spread
 in units of the input image’s grid, i.e., it does not take scaling in
@@ -389,7 +362,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Relative stride of the generated confidence maps. This is
 effectively the reciprocal of the output scale, i.e., increase this to
 generate confidence maps that are smaller than the input images.</p>
@@ -402,19 +375,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.skeletons">
-<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.skeletons" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.skeletons" title="Permalink to this definition">#</a></dt>
 <dd><p>List of <a href="#id1"><span class="problematic" id="id2">`</span></a>sleap.Skeleton`s to use for looking up the index of the
 edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[<a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton">sleap.skeleton.Skeleton</a>] | None</p>
+<dd class="field-odd"><p>Optional[List[<a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton">sleap.skeleton.Skeleton</a>]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.flatten_channels">
-<span class="sig-name descname"><span class="pre">flatten_channels</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.flatten_channels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">flatten_channels</span></span><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.flatten_channels" title="Permalink to this definition">#</a></dt>
 <dd><p>If False, the generated tensors are of shape
 [height, width, n_edges, 2]. If True, generated tensors are of shape
 [height, width, n_edges * 2] by flattening the last 2 axes.</p>
@@ -427,19 +400,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L276-L359"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L276-L359"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.PartAffinityFieldsGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -474,7 +447,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.distance_to_edge">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">distance_to_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L16-L79"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.distance_to_edge" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">distance_to_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L16-L79"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.distance_to_edge" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute pairwise distance between points and undirected edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -499,7 +472,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.get_edge_points">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">get_edge_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L214-L237"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.get_edge_points" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">get_edge_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L214-L237"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.get_edge_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the points in each instance that form a directed graph.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -523,7 +496,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.make_edge_maps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_edge_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L82-L116"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_edge_maps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_edge_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L82-L116"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_edge_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate confidence maps for a set of undirected edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -553,7 +526,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.make_multi_pafs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_sources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destinations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L165-L211"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_multi_pafs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_multi_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_sources</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destinations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L165-L211"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_multi_pafs" title="Permalink to this definition">#</a></dt>
 <dd><p>Make multiple instance PAFs with max reduction.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -584,7 +557,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.edge_maps.make_pafs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L119-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_pafs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.edge_maps.</span></span><span class="sig-name descname"><span class="pre">make_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/edge_maps.py#L119-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.edge_maps.make_pafs" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate part affinity fields for a set of directed edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -622,12 +595,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
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+<div class="footer-article-items footer-article__inner">
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@@ -636,7 +613,6 @@ <h2> Contents </h2>
               
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index 74a9c1a34..b64a1aef4 100644
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
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@@ -137,35 +123,23 @@
   
   
   
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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-</details></li>
+</li>
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
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 </div></div>
       
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@@ -376,30 +349,30 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.general">
-<span id="sleap-nn-data-general"></span><h1>sleap.nn.data.general<a class="headerlink" href="#module-sleap.nn.data.general" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-general"></span><h1>sleap.nn.data.general<a class="headerlink" href="#module-sleap.nn.data.general" title="Permalink to this heading">#</a></h1>
 <p>General purpose transformers for common pipeline processing tasks.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyDeviceMover">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyDeviceMover</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'/cpu:0'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L80-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyDeviceMover</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'/cpu:0'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L81-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for moving example keys to a device.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyDeviceMover.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyDeviceMover.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyDeviceMover.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L97-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L97-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyDeviceMover.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains data but moved to cpu.</p>
 </dd></dl>
 
@@ -407,23 +380,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyFilter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keep_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L49-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyFilter" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keep_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L50-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyFilter" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for filtering example keys.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyFilter.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyFilter.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyFilter.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L65-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L65-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyFilter.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains filtered data.</p>
 </dd></dl>
 
@@ -431,23 +404,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyRenamer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyRenamer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">drop_old</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L8-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">KeyRenamer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">drop_old</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L9-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for renaming example keys.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyRenamer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyRenamer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.general.KeyRenamer.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L29-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L29-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.KeyRenamer.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains filtered data.</p>
 </dd></dl>
 
@@ -455,11 +428,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">LambdaMap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L116-L150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.LambdaMap" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.general.</span></span><span class="sig-name descname"><span class="pre">LambdaMap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_key_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L117-L150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.LambdaMap" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for mapping an arbitrary function to the dataset.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap.func">
-<span class="sig-name descname"><span class="pre">func</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.func" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">func</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.func" title="Permalink to this definition">#</a></dt>
 <dd><p>A callable of the form <code class="xref py py-obj docutils literal notranslate"><span class="pre">func(example)</span> <span class="pre">-&gt;</span> <span class="pre">example</span></code>, where the input and
 output are each a dictionary of tensors.</p>
 <dl class="field-list simple">
@@ -471,7 +444,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap.input_key_names">
-<span class="sig-name descname"><span class="pre">input_key_names</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.input_key_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_key_names</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.input_key_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of input key names that the function expects to find in
 the example.</p>
 <dl class="field-list simple">
@@ -483,7 +456,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap.output_key_names">
-<span class="sig-name descname"><span class="pre">output_key_names</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.output_key_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_key_names</span></span><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.output_key_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of output key names that the function will return.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -494,19 +467,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.general.LambdaMap.output_keys">
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+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
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+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/general.py#L142-L150"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.general.LambdaMap.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains transformed data.</p>
 </dd></dl>
 
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diff --git a/develop/api/sleap.nn.data.grouping.html b/develop/api/sleap.nn.data.grouping.html
index 4828fc549..f9169f8a2 100644
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
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@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
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@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -351,21 +324,21 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.grouping">
-<span id="sleap-nn-data-grouping"></span><h1>sleap.nn.data.grouping<a class="headerlink" href="#module-sleap.nn.data.grouping" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-grouping"></span><h1>sleap.nn.data.grouping<a class="headerlink" href="#module-sleap.nn.data.grouping" title="Permalink to this heading">#</a></h1>
 <p>Group inference results (“examples”) by frame.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.grouping.group_examples">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.grouping.</span></span><span class="sig-name descname"><span class="pre">group_examples</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/grouping.py#L8-L19"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.grouping.group_examples" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.grouping.</span></span><span class="sig-name descname"><span class="pre">group_examples</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/grouping.py#L8-L19"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.grouping.group_examples" title="Permalink to this definition">#</a></dt>
 <dd><p>Group examples into dictionary.</p>
 <p>Key is (video_ind, frame_ind), val is list of examples matching key.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.grouping.group_examples_iter">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.grouping.</span></span><span class="sig-name descname"><span class="pre">group_examples_iter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/grouping.py#L22-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.grouping.group_examples_iter" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.grouping.</span></span><span class="sig-name descname"><span class="pre">group_examples_iter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/grouping.py#L22-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.grouping.group_examples_iter" title="Permalink to this definition">#</a></dt>
 <dd><p>Iterator which groups examples.</p>
 <p>Yields ((video_ind, frame_ind), list of examples matching vid/frame).</p>
 </dd></dl>
@@ -378,12 +351,16 @@ <h2> Contents </h2>
 
               
               
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@@ -392,7 +369,6 @@ <h2> Contents </h2>
               
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@@ -422,7 +398,6 @@ <h2> Contents </h2>
   
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diff --git a/develop/api/sleap.nn.data.identity.html b/develop/api/sleap.nn.data.identity.html
index 3d8a11a27..fcf051e46 100644
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@@ -1,12 +1,13 @@
 
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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-              <div class="bd-header-article d-print-none">
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@@ -367,18 +340,18 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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   <section id="module-sleap.nn.data.identity">
-<span id="sleap-nn-data-identity"></span><h1>sleap.nn.data.identity<a class="headerlink" href="#module-sleap.nn.data.identity" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-identity"></span><h1>sleap.nn.data.identity<a class="headerlink" href="#module-sleap.nn.data.identity" title="Permalink to this heading">#</a></h1>
 <p>Utilities for generating data for track identity models.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">ClassMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_map_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L114-L202"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">ClassMapGenerator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_map_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L115-L202"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate class maps from track indices.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Standard deviation of the 2D Gaussian distribution sampled to generate
 confidence maps for masking the identity maps. This defines the spread in
 units of the input image’s grid, i.e., it does not take scaling in previous
@@ -392,7 +365,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Relative stride of the generated maps. This is effectively the
 reciprocal of the output scale, i.e., increase this to generate maps that
 are smaller than the input images.</p>
@@ -405,7 +378,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.centroids">
-<span class="sig-name descname"><span class="pre">centroids</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.centroids" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroids</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.centroids" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, generate masking confidence maps for centroids rather than
 instance points.</p>
 <dl class="field-list simple">
@@ -417,7 +390,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.class_map_threshold">
-<span class="sig-name descname"><span class="pre">class_map_threshold</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.class_map_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_map_threshold</span></span><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.class_map_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value below which map values will be
 replaced with zeros.</p>
 <dl class="field-list simple">
@@ -429,19 +402,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassMapGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L150-L202"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L150-L202"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassMapGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated class identity maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -460,23 +433,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassVectorGenerator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">ClassVectorGenerator</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L73-L111"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">ClassVectorGenerator</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L74-L111"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to generate class probability vectors from track indices.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassVectorGenerator.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassVectorGenerator.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.ClassVectorGenerator.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L87-L111"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L87-L111"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.ClassVectorGenerator.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains the generated class identity vectors.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -494,7 +467,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.make_class_maps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">make_class_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L26-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.make_class_maps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">make_class_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L26-L70"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.make_class_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate identity class maps using instance-wise confidence maps.</p>
 <p>This is useful for making class maps defined on local neighborhoods around the
 peaks.</p>
@@ -527,7 +500,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.identity.make_class_vectors">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">make_class_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">class_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L9-L23"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.make_class_vectors" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.identity.</span></span><span class="sig-name descname"><span class="pre">make_class_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">class_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/identity.py#L9-L23"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.identity.make_class_vectors" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a binary class vectors from class indices.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -553,12 +526,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -567,7 +544,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -613,7 +589,6 @@ <h2> Contents </h2>
   
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -359,54 +332,54 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.data.inference">
-<span id="sleap-nn-data-inference"></span><h1>sleap.nn.data.inference<a class="headerlink" href="#module-sleap.nn.data.inference" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-inference"></span><h1>sleap.nn.data.inference<a class="headerlink" href="#module-sleap.nn.data.inference" title="Permalink to this heading">#</a></h1>
 <p>Transformers for performing inference.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.GlobalPeakFinder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">GlobalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L74-L141"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.GlobalPeakFinder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">GlobalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L75-L141"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.GlobalPeakFinder" title="Permalink to this definition">#</a></dt>
 <dd><p>Global peak finding transformer.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.KerasModelPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">KerasModelPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_input_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instance_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L17-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.KerasModelPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">KerasModelPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_input_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instance_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_output_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L18-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.KerasModelPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for performing tf.keras model inference.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.LocalPeakFinder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">LocalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroids'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_sample_inds'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_channel_inds'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L203-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.LocalPeakFinder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">LocalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroids'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_sample_inds'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_channel_inds'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L204-L280"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.LocalPeakFinder" title="Permalink to this definition">#</a></dt>
 <dd><p>Local peak finding transformer.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.MockGlobalPeakFinder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">MockGlobalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_peaks_in_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_out_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_in_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_out_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L144-L200"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.MockGlobalPeakFinder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">MockGlobalPeakFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">all_peaks_in_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_out_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_in_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instance_confidence_maps'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_out_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidence_maps'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L145-L200"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.MockGlobalPeakFinder" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer that mimics <a class="reference internal" href="#sleap.nn.data.inference.GlobalPeakFinder" title="sleap.nn.data.inference.GlobalPeakFinder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GlobalPeakFinder</span></code></a> but passes ground truth data.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.PredictedCenterInstanceNormalizer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">PredictedCenterInstanceNormalizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_confidence_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid_confidence'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_confidences_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_centroid_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_centroid_confidence_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_confidence'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_peak_confidences_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidences'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L283-L348"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.inference.</span></span><span class="sig-name descname"><span class="pre">PredictedCenterInstanceNormalizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_confidence_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroid_confidence'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_points'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_confidences_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_center_instance_confidences'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_centroid_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_centroid_confidence_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_centroid_confidence'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_peaks_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_peak_confidences_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instance_confidences'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L284-L348"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer for adjusting centered instance coordinates.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.PredictedCenterInstanceNormalizer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.PredictedCenterInstanceNormalizer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.inference.PredictedCenterInstanceNormalizer.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L320-L348"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/inference.py#L320-L348"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.inference.PredictedCenterInstanceNormalizer.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains instance cropped data.</p>
 </dd></dl>
 
@@ -420,12 +393,16 @@ <h2> Contents </h2>
 
               
               
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diff --git a/develop/api/sleap.nn.data.instance_centroids.html b/develop/api/sleap.nn.data.instance_centroids.html
index 7c90aaf1f..e3afd0be1 100644
--- a/develop/api/sleap.nn.data.instance_centroids.html
+++ b/develop/api/sleap.nn.data.instance_centroids.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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     <title>sleap.nn.data.instance_centroids &#8212; SLEAP (v1.4.1a2)</title>
   
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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@@ -362,20 +335,20 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.instance_centroids">
-<span id="sleap-nn-data-instance-centroids"></span><h1>sleap.nn.data.instance_centroids<a class="headerlink" href="#module-sleap.nn.data.instance_centroids" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-instance-centroids"></span><h1>sleap.nn.data.instance_centroids<a class="headerlink" href="#module-sleap.nn.data.instance_centroids" title="Permalink to this heading">#</a></h1>
 <p>Transformers for finding instance centroids.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_centroids.</span></span><span class="sig-name descname"><span class="pre">InstanceCentroidFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">center_on_anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anchor_part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L54-L195"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_centroids.</span></span><span class="sig-name descname"><span class="pre">InstanceCentroidFinder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">center_on_anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anchor_part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L55-L195"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer to add centroid information to instances.</p>
 <p>This is useful as a transformation to data streams that will be used in centroid
 networks or for instance cropping.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.center_on_anchor_part">
-<span class="sig-name descname"><span class="pre">center_on_anchor_part</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.center_on_anchor_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">center_on_anchor_part</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.center_on_anchor_part" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, specifies that centering should be done relative
 to a body part rather than the midpoint of the instance bounding box. If
 False, the midpoint of the bounding box of all points will be used.</p>
@@ -388,33 +361,33 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.anchor_part_names">
-<span class="sig-name descname"><span class="pre">anchor_part_names</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.anchor_part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">anchor_part_names</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.anchor_part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of strings specifying the body part name in each
 skeleton to use as anchors for centering. If <a class="reference internal" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.center_on_anchor_part" title="sleap.nn.data.instance_centroids.InstanceCentroidFinder.center_on_anchor_part"><code class="xref py py-obj docutils literal notranslate"><span class="pre">center_on_anchor_part</span></code></a> is
 False, this has no effect and does not need to be specified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[str] | None</p>
+<dd class="field-odd"><p>Optional[List[str]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.skeletons">
-<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.skeletons" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">skeletons</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.skeletons" title="Permalink to this definition">#</a></dt>
 <dd><p>List of <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Skeleton`s</span> <span class="pre">to</span> <span class="pre">use</span> <span class="pre">for</span> <span class="pre">looking</span> <span class="pre">up</span> <span class="pre">the</span> <span class="pre">index</span> <span class="pre">of</span> <span class="pre">the</span>
 <span class="pre">anchor</span> <span class="pre">body</span> <span class="pre">parts.</span> <span class="pre">If</span> <span class="pre">`center_on_anchor_part</span></code> is False, this has no effect
 and does not need to be specified.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[<a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton">sleap.skeleton.Skeleton</a>] | None</p>
+<dd class="field-odd"><p>Optional[List[<a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton">sleap.skeleton.Skeleton</a>]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.instances_key">
-<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.instances_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.instances_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the instance points are stored.
 Defaults to “instances”.</p>
 <dl class="field-list simple">
@@ -426,7 +399,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder" title="sleap.nn.data.instance_centroids.InstanceCentroidFinder"><span class="pre">InstanceCentroidFinder</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L84-L122"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder" title="sleap.nn.data.instance_centroids.InstanceCentroidFinder"><span class="pre">InstanceCentroidFinder</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L84-L122"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Build an instance of this class from its configuration options.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -451,19 +424,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
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 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.InstanceCentroidFinder.transform_dataset">
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+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L137-L195"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.InstanceCentroidFinder.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains centroids computed from the inputs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -485,7 +458,7 @@ <h2> Contents </h2>
 
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 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.find_points_bbox_midpoint">
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+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_centroids.</span></span><span class="sig-name descname"><span class="pre">find_points_bbox_midpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L12-L33"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.find_points_bbox_midpoint" title="Permalink to this definition">#</a></dt>
 <dd><p>Find the midpoint of the bounding box of a set of points.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -514,7 +487,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_centroids.get_instance_anchors">
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+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_centroids.</span></span><span class="sig-name descname"><span class="pre">get_instance_anchors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anchor_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_centroids.py#L36-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_centroids.get_instance_anchors" title="Permalink to this definition">#</a></dt>
 <dd><p>Gather the anchor points of a set of instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -541,12 +514,16 @@ <h2> Contents </h2>
 
               
               
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-                <footer class="prev-next-footer d-print-none">
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+<div class="footer-article-items footer-article__inner">
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+  
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@@ -555,7 +532,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
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@@ -596,7 +572,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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diff --git a/develop/api/sleap.nn.data.instance_cropping.html b/develop/api/sleap.nn.data.instance_cropping.html
index afac2a900..94da88574 100644
--- a/develop/api/sleap.nn.data.instance_cropping.html
+++ b/develop/api/sleap.nn.data.instance_cropping.html
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+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
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-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
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           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
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+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
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@@ -127,9 +116,6 @@
   
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-
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@@ -137,35 +123,23 @@
   
   
   
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+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
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+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
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     <span class="fa-solid fa-list"></span>
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 </div></div>
       
     </div>
@@ -369,19 +342,19 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.instance_cropping">
-<span id="sleap-nn-data-instance-cropping"></span><h1>sleap.nn.data.instance_cropping<a class="headerlink" href="#module-sleap.nn.data.instance_cropping" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-instance-cropping"></span><h1>sleap.nn.data.instance_cropping<a class="headerlink" href="#module-sleap.nn.data.instance_cropping" title="Permalink to this heading">#</a></h1>
 <p>Transformers for cropping instances for topdown processing.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">InstanceCropper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mock_centroid_confidence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unbatch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroids'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L224-L458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">InstanceCropper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">crop_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mock_centroid_confidence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unbatch</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroids_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'centroids'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L225-L458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer to crop and generate individual examples for instances.</p>
 <p>This generates datasets that are instance cropped for topdown processing.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.crop_width">
-<span class="sig-name descname"><span class="pre">crop_width</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.crop_width" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_width</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.crop_width" title="Permalink to this definition">#</a></dt>
 <dd><p>Width of the crops in pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -392,7 +365,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.crop_height">
-<span class="sig-name descname"><span class="pre">crop_height</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.crop_height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_height</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.crop_height" title="Permalink to this definition">#</a></dt>
 <dd><p>Height of the crops in pixels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -403,7 +376,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.keep_full_image">
-<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.keep_full_image" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.keep_full_image" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, the output examples will contain the full images
 provided as input to the instance cropped. This can be useful for pipelines
 that use both full and cropped images, at the cost of increased memory
@@ -418,7 +391,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.mock_centroid_confidence">
-<span class="sig-name descname"><span class="pre">mock_centroid_confidence</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.mock_centroid_confidence" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">mock_centroid_confidence</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.mock_centroid_confidence" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, add confidence keys for compatibility with
 predicted instance cropping.</p>
 <dl class="field-list simple">
@@ -430,7 +403,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.unbatch">
-<span class="sig-name descname"><span class="pre">unbatch</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.unbatch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">unbatch</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.unbatch" title="Permalink to this definition">#</a></dt>
 <dd><p>If True (the default), split frame-level examples into multiple
 instance-level examples. If False, all instance crops will be kept within
 the same example. Use this when building pipelines that require knowledge
@@ -444,7 +417,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.image_key">
-<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the image is stored. Defaults to
 “image”.</p>
 <dl class="field-list simple">
@@ -456,7 +429,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.instances_key">
-<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.instances_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instances_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.instances_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the instance points are stored.
 Defaults to “instances”.</p>
 <dl class="field-list simple">
@@ -468,7 +441,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.centroids_key">
-<span class="sig-name descname"><span class="pre">centroids_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.centroids_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroids_key</span></span><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.centroids_key" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the example key where the instance centroids are stored.
 Defaults to “centroids”.</p>
 <dl class="field-list simple">
@@ -480,7 +453,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.instance_cropping.InstanceCropper" title="sleap.nn.data.instance_cropping.InstanceCropper"><span class="pre">InstanceCropper</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L261-L288"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.InstanceCroppingConfig" title="sleap.nn.config.data.InstanceCroppingConfig"><span class="pre">InstanceCroppingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.instance_cropping.InstanceCropper" title="sleap.nn.data.instance_cropping.InstanceCropper"><span class="pre">InstanceCropper</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L261-L288"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Build an instance of this class from its configuration options.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -503,19 +476,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.InstanceCropper.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L315-L458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L315-L458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.InstanceCropper.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains instance cropped data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -588,7 +561,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.crop_bboxes">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">crop_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L169-L221"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.crop_bboxes" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">crop_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L169-L221"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.crop_bboxes" title="Permalink to this definition">#</a></dt>
 <dd><p>Crop bounding boxes from an image.</p>
 <p>This method serves as a convenience method for specifying the arguments of
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.image.crop_and_resize</span></code>, becoming especially useful in the case of multiple
@@ -622,7 +595,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.find_instance_crop_size">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">find_instance_crop_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maximum_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L11-L55"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.find_instance_crop_size" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">find_instance_crop_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">maximum_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_scaling</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L11-L55"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.find_instance_crop_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the size of the largest instance bounding box from labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -649,7 +622,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.make_centered_bboxes">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">make_centered_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">box_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">box_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L124-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.make_centered_bboxes" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">make_centered_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">box_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">box_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L124-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.make_centered_bboxes" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate bounding boxes centered on a set of centroid coordinates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -695,7 +668,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.normalize_bboxes">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">normalize_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L58-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.normalize_bboxes" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">normalize_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L58-L90"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.normalize_bboxes" title="Permalink to this definition">#</a></dt>
 <dd><p>Normalize bounding box coordinates to the range [0, 1].</p>
 <p>This is useful for transforming points for TensorFlow operations that require
 normalized image coordinates.</p>
@@ -720,7 +693,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.instance_cropping.unnormalize_bboxes">
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+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.instance_cropping.</span></span><span class="sig-name descname"><span class="pre">unnormalize_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">normalized_bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/instance_cropping.py#L93-L121"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.instance_cropping.unnormalize_bboxes" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert bounding boxes coordinates in the range [0, 1] to absolute coordinates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -748,12 +721,16 @@ <h2> Contents </h2>
 
               
               
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -371,20 +344,20 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.data.normalization">
-<span id="sleap-nn-data-normalization"></span><h1>sleap.nn.data.normalization<a class="headerlink" href="#module-sleap.nn.data.normalization" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-normalization"></span><h1>sleap.nn.data.normalization<a class="headerlink" href="#module-sleap.nn.data.normalization" title="Permalink to this heading">#</a></h1>
 <p>Transformers for normalizing data formats.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">Normalizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_float</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_rgb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">imagenet_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L268-L382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">Normalizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_float</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_rgb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ensure_grayscale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">imagenet_mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L269-L382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer to normalize images.</p>
 <p>This is useful as a transformation to data streams that require specific data ranges
 such as for pretrained models with specific preprocessing constraints.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.image_key">
-<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the images to normalize.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -395,7 +368,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.ensure_float">
-<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_float" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_float" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, converts the image to a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.float32</span></code> if not already.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -406,7 +379,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.ensure_rgb">
-<span class="sig-name descname"><span class="pre">ensure_rgb</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_rgb" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_rgb</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_rgb" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, converts the image to RGB if not already.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -417,7 +390,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.ensure_grayscale">
-<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_grayscale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.ensure_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, converts the image to grayscale if not already.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -428,7 +401,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.imagenet_mode">
-<span class="sig-name descname"><span class="pre">imagenet_mode</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.imagenet_mode" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">imagenet_mode</span></span><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.imagenet_mode" title="Permalink to this definition">#</a></dt>
 <dd><p>Specifies an ImageNet-based normalization mode commonly used in
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.applications</span></code>-based pretrained models. No effect if not set.
 Valid values are:
@@ -443,14 +416,14 @@ <h2> Contents </h2>
 </dl>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.normalization.Normalizer" title="sleap.nn.data.normalization.Normalizer"><span class="pre">Normalizer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L301-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.normalization.Normalizer" title="sleap.nn.data.normalization.Normalizer"><span class="pre">Normalizer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L301-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Build an instance of this class from its configuration options.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -467,19 +440,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.Normalizer.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L332-L382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L332-L382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.Normalizer.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains centroids computed from the inputs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -496,7 +469,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.convert_rgb_to_bgr">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">convert_rgb_to_bgr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L117-L127"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.convert_rgb_to_bgr" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">convert_rgb_to_bgr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L117-L127"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.convert_rgb_to_bgr" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert an RGB image to BGR format by reversing the channel order.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -511,7 +484,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.ensure_float">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_float</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L34-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_float" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_float</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L34-L49"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_float" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert the image to a tf.float32.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -530,7 +503,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.ensure_grayscale">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L81-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_grayscale" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L81-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert image to grayscale if in RGB format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -546,7 +519,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.ensure_int">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_int</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L52-L78"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_int" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_int</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L52-L78"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_int" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert the image to a tf.uint8.</p>
 <p>If the image is a floating dtype, then converts and scales data from [0, 1]
 to [0, 255] as needed. Otherwise, returns image as is.</p>
@@ -565,7 +538,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.ensure_min_image_rank">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_min_image_rank</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L11-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_min_image_rank" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_min_image_rank</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L11-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_min_image_rank" title="Permalink to this definition">#</a></dt>
 <dd><p>Expand the image to a minimum rank of 3 by adding single dimensions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -585,7 +558,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.ensure_rgb">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_rgb</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L99-L114"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_rgb" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">ensure_rgb</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L99-L114"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.ensure_rgb" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert image to RGB if in grayscale format.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -601,7 +574,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.scale_image_range">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_image_range</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L130-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_image_range" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_image_range</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L130-L143"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_image_range" title="Permalink to this definition">#</a></dt>
 <dd><p>Scale the range of image values.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -621,7 +594,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.scale_to_imagenet_caffe_mode">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_caffe_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L180-L223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_caffe_mode" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_caffe_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L180-L223"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_caffe_mode" title="Permalink to this definition">#</a></dt>
 <dd><p>Scale images according to the “caffe” preprocessing mode.</p>
 <p>This applies the preprocessing operations implemented in <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.applications</span></code> for
 models pretrained on ImageNet.</p>
@@ -659,7 +632,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.scale_to_imagenet_tf_mode">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_tf_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L146-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_tf_mode" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_tf_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L146-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_tf_mode" title="Permalink to this definition">#</a></dt>
 <dd><p>Scale images according to the “tf” preprocessing mode.</p>
 <p>This applies the preprocessing operations implemented in <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.applications</span></code> for
 models pretrained on ImageNet.</p>
@@ -694,7 +667,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.normalization.scale_to_imagenet_torch_mode">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_torch_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L226-L265"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_torch_mode" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.normalization.</span></span><span class="sig-name descname"><span class="pre">scale_to_imagenet_torch_mode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/normalization.py#L226-L265"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.normalization.scale_to_imagenet_torch_mode" title="Permalink to this definition">#</a></dt>
 <dd><p>Scale images according to the “torch” preprocessing mode.</p>
 <p>This applies the preprocessing operations implemented in <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.applications</span></code> for
 models pretrained on ImageNet.</p>
@@ -738,12 +711,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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+</div></div>
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@@ -752,7 +729,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -802,7 +778,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -829,8 +804,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.data.offset_regression.html b/develop/api/sleap.nn.data.offset_regression.html
index b693234c5..7bb4a4df9 100644
--- a/develop/api/sleap.nn.data.offset_regression.html
+++ b/develop/api/sleap.nn.data.offset_regression.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
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@@ -351,14 +324,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
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   <section id="module-sleap.nn.data.offset_regression">
-<span id="sleap-nn-data-offset-regression"></span><h1>sleap.nn.data.offset_regression<a class="headerlink" href="#module-sleap.nn.data.offset_regression" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-offset-regression"></span><h1>sleap.nn.data.offset_regression<a class="headerlink" href="#module-sleap.nn.data.offset_regression" title="Permalink to this heading">#</a></h1>
 <p>Utilities for creating offset regression maps.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.offset_regression.make_offsets">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.offset_regression.</span></span><span class="sig-name descname"><span class="pre">make_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/offset_regression.py#L6-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.offset_regression.make_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.offset_regression.</span></span><span class="sig-name descname"><span class="pre">make_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/offset_regression.py#L6-L56"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.offset_regression.make_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Make point offset maps on a grid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -391,7 +364,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.offset_regression.mask_offsets">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.offset_regression.</span></span><span class="sig-name descname"><span class="pre">mask_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/offset_regression.py#L59-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.offset_regression.mask_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.offset_regression.</span></span><span class="sig-name descname"><span class="pre">mask_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/offset_regression.py#L59-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.offset_regression.mask_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Mask offset maps using a confidence map threshold.</p>
 <p>This is useful for restricting offset maps to local neighborhoods around the peaks.</p>
 <dl class="field-list simple">
@@ -424,12 +397,16 @@ <h2> Contents </h2>
 
               
               
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     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.data.pipelines';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.data.pipelines.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
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           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
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@@ -127,9 +116,6 @@
   
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-
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-    <span class="search-button__default-text">Search</span>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
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+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
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-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
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 </div></div>
       
     </div>
@@ -426,10 +399,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.pipelines">
-<span id="sleap-nn-data-pipelines"></span><h1>sleap.nn.data.pipelines<a class="headerlink" href="#module-sleap.nn.data.pipelines" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-pipelines"></span><h1>sleap.nn.data.pipelines<a class="headerlink" href="#module-sleap.nn.data.pipelines" title="Permalink to this heading">#</a></h1>
 <p>This module defines high level pipeline configurations from providers/transformers.</p>
 <p>The <a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Pipeline</span></code></a> class has the capability to create sequences of data I/O and processing
 operations wrapped in a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data</span></code>-based pipeline.</p>
@@ -437,11 +410,11 @@ <h2> Contents </h2>
 well as to define training vs inference versions based on the same configurations.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_maps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.ClassMapsHead" title="sleap.nn.heads.ClassMapsHead"><span class="pre">ClassMapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L952-L1113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_maps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.ClassMapsHead" title="sleap.nn.heads.ClassMapsHead"><span class="pre">ClassMapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L953-L1113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for confidence maps and class maps models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -452,7 +425,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -463,7 +436,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.confmaps_head">
-<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.confmaps_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.confmaps_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output confidence maps tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -474,7 +447,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.class_maps_head">
-<span class="sig-name descname"><span class="pre">class_maps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.class_maps_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_maps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.class_maps_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output class maps tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -485,18 +458,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L970-L993"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L970-L993"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -511,7 +484,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L995-L1077"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L995-L1077"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -532,7 +505,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1079-L1113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1079-L1113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpMultiClassPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -553,11 +526,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">BottomUpPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.PartAffinityFieldsHead" title="sleap.nn.heads.PartAffinityFieldsHead"><span class="pre">PartAffinityFieldsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L788-L949"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">BottomUpPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmaps_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.PartAffinityFieldsHead" title="sleap.nn.heads.PartAffinityFieldsHead"><span class="pre">PartAffinityFieldsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L789-L949"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for confidence maps + part affinity fields models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -568,7 +541,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -579,7 +552,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.confmaps_head">
-<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.confmaps_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.confmaps_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output confidence maps tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -590,7 +563,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.pafs_head">
-<span class="sig-name descname"><span class="pre">pafs_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.pafs_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pafs_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.pafs_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output PAFs tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -601,18 +574,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L806-L829"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L806-L829"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -627,7 +600,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L831-L912"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L831-L912"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -648,7 +621,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.BottomUpPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L914-L949"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L914-L949"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.BottomUpPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -669,11 +642,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CentroidConfmapsHead" title="sleap.nn.heads.CentroidConfmapsHead"><span class="pre">CentroidConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L473-L637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CentroidConfmapsHead" title="sleap.nn.heads.CentroidConfmapsHead"><span class="pre">CentroidConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L474-L637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for centroid confidence map models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -684,7 +657,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -695,7 +668,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.centroid_confmap_head">
-<span class="sig-name descname"><span class="pre">centroid_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.centroid_confmap_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.centroid_confmap_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output centroid
 confidence maps tensor.</p>
 <dl class="field-list simple">
@@ -707,18 +680,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L490-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L490-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -733,7 +706,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L519-L599"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L519-L599"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -754,7 +727,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L601-L637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L601-L637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.CentroidConfmapsPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -775,11 +748,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">Pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">providers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L112-L330"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">Pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">providers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L113-L330"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline composed of providers and transformers.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.providers">
-<span class="sig-name descname"><span class="pre">providers</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.providers" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">providers</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.providers" title="Permalink to this definition">#</a></dt>
 <dd><p>A single or a list of data providers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -790,7 +763,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.transformers">
-<span class="sig-name descname"><span class="pre">transformers</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.transformers" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transformers</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.transformers" title="Permalink to this definition">#</a></dt>
 <dd><p>A single or a list of transformers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -801,7 +774,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.append">
-<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Transformer</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L180-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.append" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">append</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Transformer</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L180-L206"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.append" title="Permalink to this definition">#</a></dt>
 <dd><p>Append one or more blocks to this pipeline instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -817,7 +790,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L319-L330"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.describe" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L319-L330"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.describe" title="Permalink to this definition">#</a></dt>
 <dd><p>Prints the keys in the examples generated by the pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -832,7 +805,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.from_blocks">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_blocks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L124-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.from_blocks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_blocks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">blocks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Transformer</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L124-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.from_blocks" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a pipeline from a sequence of providers and transformers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -846,7 +819,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.from_pipelines">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pipelines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipelines</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L154-L170"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.from_pipelines" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_pipelines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipelines</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L154-L170"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.from_pipelines" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a new pipeline instance by chaining together multiple pipelines.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -860,7 +833,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.make_dataset">
-<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L268-L290"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.make_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L268-L290"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.make_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset instance that generates examples from the pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -872,13 +845,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys in examples from a dataset generated from this pipeline.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.peek">
-<span class="sig-name descname"><span class="pre">peek</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L300-L317"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.peek" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peek</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L300-L317"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.peek" title="Permalink to this definition">#</a></dt>
 <dd><p>Build and return the first <code class="xref py py-obj docutils literal notranslate"><span class="pre">n</span></code> examples from the pipeline.</p>
 <p>This function is useful for quickly inspecting the output of a pipeline.</p>
 <dl class="field-list simple">
@@ -893,7 +866,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L292-L298"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.run" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L292-L298"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.run" title="Permalink to this definition">#</a></dt>
 <dd><p>Build and evaluate the pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -904,7 +877,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.Pipeline.validate_pipeline">
-<span class="sig-name descname"><span class="pre">validate_pipeline</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L218-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.validate_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validate_pipeline</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L218-L261"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.Pipeline.validate_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Check that all pipeline blocks meet the data requirements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -921,11 +894,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">single_instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.SingleInstanceConfmapsHead" title="sleap.nn.heads.SingleInstanceConfmapsHead"><span class="pre">SingleInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L333-L470"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">single_instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.SingleInstanceConfmapsHead" title="sleap.nn.heads.SingleInstanceConfmapsHead"><span class="pre">SingleInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L334-L470"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for single-instance confidence map models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -936,7 +909,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -947,7 +920,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.single_instance_confmap_head">
-<span class="sig-name descname"><span class="pre">single_instance_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.single_instance_confmap_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">single_instance_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.single_instance_confmap_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output confidence
 maps tensor.</p>
 <dl class="field-list simple">
@@ -959,18 +932,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L350-L373"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L350-L373"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -985,7 +958,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L375-L446"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L375-L446"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1006,7 +979,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L448-L470"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L448-L470"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.SingleInstanceConfmapsPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1027,11 +1000,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_vectors_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.ClassVectorsHead" title="sleap.nn.heads.ClassVectorsHead"><span class="pre">ClassVectorsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1116-L1260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_vectors_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.ClassVectorsHead" title="sleap.nn.heads.ClassVectorsHead"><span class="pre">ClassVectorsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1117-L1260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for confidence maps and class maps models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1042,7 +1015,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1053,13 +1026,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.confmaps_head">
-<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.confmaps_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.confmaps_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output confidence maps tensor.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.class_vectors_head">
-<span class="sig-name descname"><span class="pre">class_vectors_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.class_vectors_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_vectors_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.class_vectors_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output class vectors
 tensor.</p>
 <dl class="field-list simple">
@@ -1071,18 +1044,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1135-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1135-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1097,7 +1070,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1160-L1233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1160-L1233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1118,7 +1091,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1235-L1260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L1235-L1260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopDownMultiClassPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1136,11 +1109,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">TopdownConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L640-L785"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.pipelines.</span></span><span class="sig-name descname"><span class="pre">TopdownConfmapsPipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.DataConfig" title="sleap.nn.config.data.DataConfig"><span class="pre">DataConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">optimization_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_confmap_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets_head</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L641-L785"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Pipeline builder for instance-centered confidence map models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.data_config">
-<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.data_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.data_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Data-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1151,7 +1124,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.optimization_config">
-<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.optimization_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_config</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.optimization_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Optimization-related configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1162,7 +1135,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.instance_confmap_head">
-<span class="sig-name descname"><span class="pre">instance_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.instance_confmap_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instance_confmap_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.instance_confmap_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiated head describing the output centered
 confidence maps tensor.</p>
 <dl class="field-list simple">
@@ -1174,18 +1147,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.offsets_head">
-<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.offsets_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_head</span></span><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.offsets_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Optional head describing the offset refinement maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.heads.html#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead">sleap.nn.heads.OffsetRefinementHead</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_base_pipeline">
-<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L657-L680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_base_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_base_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L657-L680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_base_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create base pipeline with input data only.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1200,7 +1173,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_training_pipeline">
-<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L682-L758"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_training_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L682-L758"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create full training pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1221,7 +1194,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_viz_pipeline">
-<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L760-L785"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_viz_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/pipelines.py#L760-L785"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.pipelines.TopdownConfmapsPipeline.make_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Create visualization pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1245,12 +1218,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1259,7 +1236,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1364,7 +1340,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
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@@ -1391,8 +1366,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.data.providers.html b/develop/api/sleap.nn.data.providers.html
index c44d5ffa4..71b3e1a7b 100644
--- a/develop/api/sleap.nn.data.providers.html
+++ b/develop/api/sleap.nn.data.providers.html
@@ -1,12 +1,13 @@
 
+
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
       </div>
       
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@@ -233,14 +208,14 @@
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@@ -298,28 +273,26 @@
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@@ -377,21 +350,21 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.providers">
-<span id="sleap-nn-data-providers"></span><h1>sleap.nn.data.providers<a class="headerlink" href="#module-sleap.nn.data.providers" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-providers"></span><h1>sleap.nn.data.providers<a class="headerlink" href="#module-sleap.nn.data.providers" title="Permalink to this heading">#</a></h1>
 <p>Data providers for pipeline I/O.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.providers.</span></span><span class="sig-name descname"><span class="pre">LabelsReader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_instances_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L10-L303"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.providers.</span></span><span class="sig-name descname"><span class="pre">LabelsReader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_instances_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L11-L303"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader" title="Permalink to this definition">#</a></dt>
 <dd><p>Data provider from a <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Labels</span></code> instance.</p>
 <p>This class can generate <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset`s</span> <span class="pre">from</span> <span class="pre">a</span> <span class="pre">set</span> <span class="pre">of</span> <span class="pre">labels</span> <span class="pre">for</span> <span class="pre">use</span> <span class="pre">in</span> <span class="pre">data</span>
 <span class="pre">pipelines.</span> <span class="pre">Each</span> <span class="pre">element</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">dataset</span> <span class="pre">will</span> <span class="pre">contain</span> <span class="pre">the</span> <span class="pre">data</span> <span class="pre">contained</span> <span class="pre">in</span> <span class="pre">a</span> <span class="pre">single</span>
 <span class="pre">`LabeledFrame</span></code>.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.labels">
-<span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.labels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.labels" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Labels</span></code> instance to generate data from.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -402,7 +375,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.example_indices">
-<span class="sig-name descname"><span class="pre">example_indices</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.example_indices" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">example_indices</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.example_indices" title="Permalink to this definition">#</a></dt>
 <dd><p>List or numpy array of ints with the labeled frame indices to
 use when iterating over the labels. Use this to specify subsets of the
 labels to use. Particularly handy for creating data splits. If not provided,
@@ -411,14 +384,14 @@ <h2> Contents </h2>
 or filtered.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Sequence[int] | numpy.ndarray | None</p>
+<dd class="field-odd"><p>Optional[Union[Sequence[int], numpy.ndarray]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.user_instances_only">
-<span class="sig-name descname"><span class="pre">user_instances_only</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.user_instances_only" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">user_instances_only</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.user_instances_only" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, load only user labeled instances. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>,
 all instances will be loaded.</p>
 <dl class="field-list simple">
@@ -430,7 +403,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.with_track_only">
-<span class="sig-name descname"><span class="pre">with_track_only</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.with_track_only" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">with_track_only</span></span><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.with_track_only" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, load only instances that have a track assigned.
 Useful when training supervised ID models.</p>
 <dl class="field-list simple">
@@ -442,7 +415,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.from_filename">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L85-L102"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_filename" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L85-L102"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_filename" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code></a> from a saved labels file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -459,7 +432,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.from_unlabeled_suggestions">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_unlabeled_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L74-L83"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_unlabeled_suggestions" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_unlabeled_suggestions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L74-L83"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_unlabeled_suggestions" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code></a> using the unlabeled suggestions in a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> set.
 :param labels: A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Labels</span></code> instance containing unlabeled suggestions.</p>
 <dl class="field-list simple">
@@ -471,7 +444,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.from_user_instances">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_user_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L37-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_user_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_user_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L37-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_user_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code></a> using the user instances in a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> set.
 :param labels: A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Labels</span></code> instance containing user instances.
 :param with_track_only: If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, load only instances that have a track assigned.</p>
@@ -493,7 +466,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.from_user_labeled_frames">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_user_labeled_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L61-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_user_labeled_frames" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_user_labeled_frames</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L61-L72"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.from_user_labeled_frames" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code></a> using the user labeled frames in a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> set.
 :param labels: A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Labels</span></code> instance containing user labeled frames.</p>
 <dl class="field-list simple">
@@ -508,13 +481,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.is_from_multi_size_videos">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_from_multi_size_videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.is_from_multi_size_videos" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_from_multi_size_videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.is_from_multi_size_videos" title="Permalink to this definition">#</a></dt>
 <dd><p>Return <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> if labels contain videos with different sizes.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.make_dataset">
-<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L152-L303"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.make_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_index</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">DatasetV2</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L152-L303"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.make_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> whose elements are data from labeled frames.
 :returns: A dataset whose elements are dictionaries with the loaded data associated</p>
 <blockquote>
@@ -554,25 +527,25 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.max_height_and_width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">max_height_and_width</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.max_height_and_width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">max_height_and_width</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.max_height_and_width" title="Permalink to this definition">#</a></dt>
 <dd><p>Return <code class="xref py py-obj docutils literal notranslate"><span class="pre">(height,</span> <span class="pre">width)</span></code> that is the maximum of all videos.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the output keys that the dataset will produce.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.tracks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tracks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.tracks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">tracks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the list of tracks that <code class="xref py py-obj docutils literal notranslate"><span class="pre">track_inds</span></code> in examples match up with.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.LabelsReader.videos">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.videos" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.LabelsReader.videos" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the list of videos that <code class="xref py py-obj docutils literal notranslate"><span class="pre">video_ind</span></code> in examples match up with.</p>
 </dd></dl>
 
@@ -580,13 +553,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.providers.</span></span><span class="sig-name descname"><span class="pre">VideoReader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L306-L439"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.providers.</span></span><span class="sig-name descname"><span class="pre">VideoReader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L307-L439"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader" title="Permalink to this definition">#</a></dt>
 <dd><p>Data provider from a <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Video</span></code> instance.</p>
 <p>This class can generate <a href="#id1"><span class="problematic" id="id2">`</span></a>tf.data.Dataset`s from a video for use in data pipelines.
 Each element in the dataset will contain the image data from a single frame.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.video">
-<span class="sig-name descname"><span class="pre">video</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.video" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">video</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.video" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.Video</span></code> instance to generate data from.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -597,27 +570,27 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.example_indices">
-<span class="sig-name descname"><span class="pre">example_indices</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.example_indices" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">example_indices</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.example_indices" title="Permalink to this definition">#</a></dt>
 <dd><p>List or numpy array of ints with the frame indices to use when
 iterating over the video. Use this to specify subsets of the video to read.
 If not provided, the entire video will be read.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Sequence[int] | numpy.ndarray | None</p>
+<dd class="field-odd"><p>Optional[Union[Sequence[int], numpy.ndarray]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.video_ind">
-<span class="sig-name descname"><span class="pre">video_ind</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.video_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">video_ind</span></span><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.video_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar index of video to keep with each example. Helpful when running
 inference across videos.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.from_filepath">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filepath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.VideoReader" title="sleap.nn.data.providers.VideoReader"><span class="pre">VideoReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L325-L345"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.from_filepath" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_filepath</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.providers.VideoReader" title="sleap.nn.data.providers.VideoReader"><span class="pre">VideoReader</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L325-L345"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.from_filepath" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a <a class="reference internal" href="#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code></a> from a saved labels file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -637,7 +610,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.make_dataset">
-<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L371-L439"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.make_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/providers.py#L371-L439"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.make_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.data.Dataset</span></code> whose elements are data from video frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -672,19 +645,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.max_height_and_width">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">max_height_and_width</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.max_height_and_width" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">max_height_and_width</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.max_height_and_width" title="Permalink to this definition">#</a></dt>
 <dd><p>Return <code class="xref py py-obj docutils literal notranslate"><span class="pre">(height,</span> <span class="pre">width)</span></code> that is the maximum of all videos.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the output keys that the dataset will produce.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.providers.VideoReader.videos">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.videos" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">videos</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.providers.VideoReader.videos" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the list of videos that <a class="reference internal" href="#sleap.nn.data.providers.VideoReader.video_ind" title="sleap.nn.data.providers.VideoReader.video_ind"><code class="xref py py-obj docutils literal notranslate"><span class="pre">video_ind</span></code></a> in examples match up with.</p>
 </dd></dl>
 
@@ -698,12 +671,16 @@ <h2> Contents </h2>
 
               
               
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@@ -712,7 +689,6 @@ <h2> Contents </h2>
               
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-
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@@ -768,7 +744,6 @@ <h2> Contents </h2>
   
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       © Copyright 2019–2024, Talmo Lab.
@@ -795,8 +770,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.data.resizing.html b/develop/api/sleap.nn.data.resizing.html
index d725af254..fbf25092c 100644
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+++ b/develop/api/sleap.nn.data.resizing.html
@@ -1,12 +1,13 @@
 
+
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
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 </ul>
-</details></li>
+</li>
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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@@ -387,30 +360,30 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.resizing">
-<span id="sleap-nn-data-resizing"></span><h1>sleap.nn.data.resizing<a class="headerlink" href="#module-sleap.nn.data.resizing" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-resizing"></span><h1>sleap.nn.data.resizing<a class="headerlink" href="#module-sleap.nn.data.resizing" title="Permalink to this heading">#</a></h1>
 <p>Transformers for image resizing and padding.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.PointsRescaler">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">PointsRescaler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invert</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L472-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">PointsRescaler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'predicted_instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invert</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L473-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler" title="Permalink to this definition">#</a></dt>
 <dd><p>Transformer to apply or invert scaling operations on points.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.PointsRescaler.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.PointsRescaler.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.PointsRescaler.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L490-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L490-L517"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.PointsRescaler.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains instance cropped data.</p>
 </dd></dl>
 
@@ -418,13 +391,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">Resizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L108-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">Resizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L109-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer to resize or pad images.</p>
 <p>This is useful as a transformation to data streams that require resizing or padding
 in order to be downsampled or meet divisibility criteria.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.image_key">
-<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the images to resize.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -435,7 +408,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.scale_key">
-<span class="sig-name descname"><span class="pre">scale_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.scale_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.scale_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the scale of the images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -446,19 +419,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.points_key">
-<span class="sig-name descname"><span class="pre">points_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.points_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">points_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.points_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing points to adjust for the resizing
 operation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.scale">
-<span class="sig-name descname"><span class="pre">scale</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Scalar float specifying scaling factor to resize images by.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -469,7 +442,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Maximum stride in a model that the images must be divisible by.
 If &gt; 1, this will pad the bottom and right of the images to ensure they meet
 this divisibility criteria. Padding is applied after the scaling specified
@@ -483,7 +456,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.keep_full_image">
-<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.keep_full_image" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.keep_full_image" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, keeps the (original size) full image in the examples.
 This is useful for multi-scale inference.</p>
 <dl class="field-list simple">
@@ -495,7 +468,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.full_image_key">
-<span class="sig-name descname"><span class="pre">full_image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.full_image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">full_image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.full_image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the full images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -506,7 +479,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.resizing.Resizer" title="sleap.nn.data.resizing.Resizer"><span class="pre">Resizer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L138-L188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pad_to_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.resizing.Resizer" title="sleap.nn.data.resizing.Resizer"><span class="pre">Resizer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L138-L188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Build an instance of this class from its configuration options.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -537,19 +510,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.Resizer.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L206-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L206-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.Resizer.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset that contains centroids computed from the inputs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -574,11 +547,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">SizeMatcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">center_pad</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L256-L469"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">SizeMatcher</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">center_pad</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L257-L469"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher" title="Permalink to this definition">#</a></dt>
 <dd><p>Data transformer that ensures output images have uniform shape by resizing/padding smaller images.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.image_key">
-<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the images to resize.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -589,7 +562,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.scale_key">
-<span class="sig-name descname"><span class="pre">scale_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.scale_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">scale_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.scale_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the scale of the images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -600,19 +573,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.points_key">
-<span class="sig-name descname"><span class="pre">points_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.points_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">points_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.points_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing points to adjust for the resizing
 operation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.keep_full_image">
-<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.keep_full_image" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keep_full_image</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.keep_full_image" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, keeps the (original size) full image in the examples.
 This is useful for multi-scale inference.</p>
 <dl class="field-list simple">
@@ -624,7 +597,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.full_image_key">
-<span class="sig-name descname"><span class="pre">full_image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.full_image_key" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">full_image_key</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.full_image_key" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the key containing the full images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -635,7 +608,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.max_image_height">
-<span class="sig-name descname"><span class="pre">max_image_height</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.max_image_height" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_image_height</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.max_image_height" title="Permalink to this definition">#</a></dt>
 <dd><p>int The target height to which all smaller images will be resized/padded to.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -646,7 +619,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.max_image_width">
-<span class="sig-name descname"><span class="pre">max_image_width</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.max_image_width" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_image_width</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.max_image_width" title="Permalink to this definition">#</a></dt>
 <dd><p>int The target width to which all smaller images will be resized/padded to.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -657,7 +630,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.center_pad">
-<span class="sig-name descname"><span class="pre">center_pad</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.center_pad" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">center_pad</span></span><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.center_pad" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, pad on the left/top to center the non-zero pixels rather than aligning
 them to the top-left. The offsets will be stored in the “offset_x” and “offset_y” keys.</p>
 <dl class="field-list simple">
@@ -669,7 +642,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.resizing.SizeMatcher" title="sleap.nn.data.resizing.SizeMatcher"><span class="pre">SizeMatcher</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L283-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.PreprocessingConfig" title="sleap.nn.config.data.PreprocessingConfig"><span class="pre">PreprocessingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'scale'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keep_full_image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">full_image_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'full_image'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'instances'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.data.resizing.SizeMatcher" title="sleap.nn.data.resizing.SizeMatcher"><span class="pre">SizeMatcher</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L283-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Build an instance of this class from configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -700,19 +673,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.SizeMatcher.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L357-L469"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L357-L469"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.SizeMatcher.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Transform a dataset with variable size images into one with fixed sizes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -735,7 +708,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.find_padding_for_stride">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">find_padding_for_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L10-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.find_padding_for_stride" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">find_padding_for_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L10-L31"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.find_padding_for_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute padding required to ensure image is divisible by a stride.</p>
 <p>This function is useful for determining how to pad images such that they will not
 have issues with divisibility after repeated pooling steps.</p>
@@ -757,7 +730,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.pad_to_stride">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">pad_to_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="headerlink" href="#sleap.nn.data.resizing.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">pad_to_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="headerlink" href="#sleap.nn.data.resizing.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Pad an image to meet a max stride constraint.</p>
 <p>This is useful for ensuring there is no size mismatch between an image and the
 output tensors after multiple downsampling and upsampling steps.</p>
@@ -781,7 +754,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.resizing.resize_image">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">resize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L71-L105"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.resize_image" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.resizing.</span></span><span class="sig-name descname"><span class="pre">resize_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/resizing.py#L71-L105"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.resizing.resize_image" title="Permalink to this definition">#</a></dt>
 <dd><p>Rescale an image by a scale factor.</p>
 <p>This function is primarily a convenience wrapper for <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.image.resize</span></code> that
 calculates the new shape from the scale factor.</p>
@@ -809,12 +782,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
                 </footer>
               
             </div>
@@ -823,7 +800,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -889,7 +865,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -916,8 +891,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/api/sleap.nn.data.training.html b/develop/api/sleap.nn.data.training.html
index e02958225..ea1b954fb 100644
--- a/develop/api/sleap.nn.data.training.html
+++ b/develop/api/sleap.nn.data.training.html
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
       </div>
       
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@@ -233,14 +208,14 @@
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@@ -359,20 +332,20 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.training">
-<span id="sleap-nn-data-training"></span><h1>sleap.nn.data.training<a class="headerlink" href="#module-sleap.nn.data.training" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-training"></span><h1>sleap.nn.data.training<a class="headerlink" href="#module-sleap.nn.data.training" title="Permalink to this heading">#</a></h1>
 <p>Transformers and utilities for training-related operations.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.data.training.KeyMapper">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">KeyMapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L193-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.KeyMapper" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">KeyMapper</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L194-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.KeyMapper" title="Permalink to this definition">#</a></dt>
 <dd><p>Maps example keys to specified outputs.</p>
 <p>This is useful for transforming examples into tuples that map onto specific layer
 names for training.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.data.training.KeyMapper.key_maps">
-<span class="sig-name descname"><span class="pre">key_maps</span></span><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.key_maps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">key_maps</span></span><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.key_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>Dictionary or list of dictionaries with string keys and values of
 the form: {input_key: output_key}. If a list, the examples will be in tuples
 in the same order.</p>
@@ -385,19 +358,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.training.KeyMapper.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that incoming elements are expected to have.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.data.training.KeyMapper.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the keys that outgoing elements will have. These may be nested.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.data.training.KeyMapper.transform_dataset">
-<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L226-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.transform_dataset" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">transform_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">DatasetV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L226-L248"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.KeyMapper.transform_dataset" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a dataset with input keys mapped to new key names.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -415,7 +388,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.training.split_labels">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_fractions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L65-L119"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_fractions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L65-L119"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Split a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> into multiple new ones with random subsets of the data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -446,7 +419,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.training.split_labels_reader">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels_reader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_fractions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L122-L190"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels_reader" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels_reader</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_fractions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L122-L190"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels_reader" title="Permalink to this definition">#</a></dt>
 <dd><p>Split a <code class="xref py py-obj docutils literal notranslate"><span class="pre">LabelsReader</span></code> into multiple new ones with random subsets of the data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -485,7 +458,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.training.split_labels_train_val">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels_train_val</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_fraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L14-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels_train_val" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.training.</span></span><span class="sig-name descname"><span class="pre">split_labels_train_val</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_fraction</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/training.py#L14-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.training.split_labels_train_val" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a train/validation split from a labels dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -522,12 +495,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -536,7 +513,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -574,7 +550,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -601,8 +576,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.data.utils.html b/develop/api/sleap.nn.data.utils.html
index 19efacf3f..26667a74c 100644
--- a/develop/api/sleap.nn.data.utils.html
+++ b/develop/api/sleap.nn.data.utils.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.data.utils &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
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+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.data.utils';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.data.utils.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -356,14 +329,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.data.utils">
-<span id="sleap-nn-data-utils"></span><h1>sleap.nn.data.utils<a class="headerlink" href="#module-sleap.nn.data.utils" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-data-utils"></span><h1>sleap.nn.data.utils<a class="headerlink" href="#module-sleap.nn.data.utils" title="Permalink to this heading">#</a></h1>
 <p>Miscellaneous utility functions for data processing.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.describe_tensors">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">describe_tensors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L87-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.describe_tensors" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">describe_tensors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L87-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.describe_tensors" title="Permalink to this definition">#</a></dt>
 <dd><p>Print the keys in a example.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -381,13 +354,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.ensure_list">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">ensure_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L9-L13"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.ensure_list" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">ensure_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L9-L13"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.ensure_list" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert the input into a list if it is not already.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.expand_to_rank">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">expand_to_rank</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_rank</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prepend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L16-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.expand_to_rank" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">expand_to_rank</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_rank</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prepend</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L16-L38"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.expand_to_rank" title="Permalink to this definition">#</a></dt>
 <dd><p>Expand a tensor to a target rank by adding singleton dimensions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -410,7 +383,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.gaussian_pdf">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">gaussian_pdf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L74-L84"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.gaussian_pdf" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">gaussian_pdf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L74-L84"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.gaussian_pdf" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the PDF of an unnormalized 0-centered Gaussian distribution.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -425,7 +398,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.make_grid_vectors">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">make_grid_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L41-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.make_grid_vectors" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">make_grid_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_height</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L41-L71"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.make_grid_vectors" title="Permalink to this definition">#</a></dt>
 <dd><p>Make sampling grid vectors from image dimensions.</p>
 <p>This is a useful function for creating the x- and y-vectors that define a sampling
 grid over an image space. These vectors can be used to generate a full meshgrid or
@@ -459,7 +432,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.unrag_example">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">unrag_example</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L118-L146"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.unrag_example" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">unrag_example</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L118-L146"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.unrag_example" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert ragged tensors in an example into normal tensors with NaN padding.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -483,7 +456,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.data.utils.unrag_tensor">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">unrag_tensor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L149-L176"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.unrag_tensor" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.data.utils.</span></span><span class="sig-name descname"><span class="pre">unrag_tensor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/data/utils.py#L149-L176"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.data.utils.unrag_tensor" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts a ragged tensor to a full tensor by padding to a maximum size.</p>
 <p>This function is useful for converting ragged tensors to a fixed size when one or
 more of the dimensions are of variable length.</p>
@@ -515,12 +488,16 @@ <h2> Contents </h2>
 
               
               
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@@ -529,7 +506,6 @@ <h2> Contents </h2>
               
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-
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diff --git a/develop/api/sleap.nn.evals.html b/develop/api/sleap.nn.evals.html
index 23213a4f5..acdcf25c9 100644
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+++ b/develop/api/sleap.nn.evals.html
@@ -1,12 +1,13 @@
 
+
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@@ -59,23 +62,19 @@
 
   
   
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@@ -97,23 +96,13 @@
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 </form></div>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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     <span class="fa-solid fa-list"></span>
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+</label>
 </div></div>
       
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@@ -363,10 +336,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.evals">
-<span id="sleap-nn-evals"></span><h1>sleap.nn.evals<a class="headerlink" href="#module-sleap.nn.evals" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-evals"></span><h1>sleap.nn.evals<a class="headerlink" href="#module-sleap.nn.evals" title="Permalink to this heading">#</a></h1>
 <p>Evaluation utilities for measuring pose estimation accuracy.</p>
 <p>To generate metrics, you’ll need two <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> datasets, one with ground truth
 data and one with predicted data. The video paths in the datasets must match.
@@ -390,7 +363,7 @@ <h2> Contents </h2>
 </div></blockquote>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_dist_metrics">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_dist_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dists_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L523-L553"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_dist_metrics" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_dist_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dists_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L523-L553"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_dist_metrics" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the Euclidean distance error at different percentiles.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -404,7 +377,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_dists">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_dists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L485-L520"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_dists" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_dists</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L485-L520"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_dists" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute Euclidean distances between matched pairs of instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -424,7 +397,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_generalized_voc_metrics">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_generalized_voc_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">false_negatives</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_score_thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([0.5,</span> <span class="pre">0.55,</span> <span class="pre">0.6,</span> <span class="pre">0.65,</span> <span class="pre">0.7,</span> <span class="pre">0.75,</span> <span class="pre">0.8,</span> <span class="pre">0.85,</span> <span class="pre">0.9,</span> <span class="pre">0.95])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">recall_thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([0.,</span> <span class="pre">0.01,</span> <span class="pre">0.02,</span> <span class="pre">0.03,</span> <span class="pre">0.04,</span> <span class="pre">0.05,</span> <span class="pre">0.06,</span> <span class="pre">0.07,</span> <span class="pre">0.08,</span> <span class="pre">0.09,</span> <span class="pre">0.1,</span> <span class="pre">0.11,</span> <span class="pre">0.12,</span> <span class="pre">0.13,</span> <span class="pre">0.14,</span> <span class="pre">0.15,</span> <span class="pre">0.16,</span> <span class="pre">0.17,</span> <span class="pre">0.18,</span> <span class="pre">0.19,</span> <span class="pre">0.2,</span> <span class="pre">0.21,</span> <span class="pre">0.22,</span> <span class="pre">0.23,</span> <span class="pre">0.24,</span> <span class="pre">0.25,</span> <span class="pre">0.26,</span> <span class="pre">0.27,</span> <span class="pre">0.28,</span> <span class="pre">0.29,</span> <span class="pre">0.3,</span> <span class="pre">0.31,</span> <span class="pre">0.32,</span> <span class="pre">0.33,</span> <span class="pre">0.34,</span> <span class="pre">0.35,</span> <span class="pre">0.36,</span> <span class="pre">0.37,</span> <span class="pre">0.38,</span> <span class="pre">0.39,</span> <span class="pre">0.4,</span> <span class="pre">0.41,</span> <span class="pre">0.42,</span> <span class="pre">0.43,</span> <span class="pre">0.44,</span> <span class="pre">0.45,</span> <span class="pre">0.46,</span> <span class="pre">0.47,</span> <span class="pre">0.48,</span> <span class="pre">0.49,</span> <span class="pre">0.5,</span> <span class="pre">0.51,</span> <span class="pre">0.52,</span> <span class="pre">0.53,</span> <span class="pre">0.54,</span> <span class="pre">0.55,</span> <span class="pre">0.56,</span> <span class="pre">0.57,</span> <span class="pre">0.58,</span> <span class="pre">0.59,</span> <span class="pre">0.6,</span> <span class="pre">0.61,</span> <span class="pre">0.62,</span> <span class="pre">0.63,</span> <span class="pre">0.64,</span> <span class="pre">0.65,</span> <span class="pre">0.66,</span> <span class="pre">0.67,</span> <span class="pre">0.68,</span> <span class="pre">0.69,</span> <span class="pre">0.7,</span> <span class="pre">0.71,</span> <span class="pre">0.72,</span> <span class="pre">0.73,</span> <span class="pre">0.74,</span> <span class="pre">0.75,</span> <span class="pre">0.76,</span> <span class="pre">0.77,</span> <span class="pre">0.78,</span> <span class="pre">0.79,</span> <span class="pre">0.8,</span> <span class="pre">0.81,</span> <span class="pre">0.82,</span> <span class="pre">0.83,</span> <span class="pre">0.84,</span> <span class="pre">0.85,</span> <span class="pre">0.86,</span> <span class="pre">0.87,</span> <span class="pre">0.88,</span> <span class="pre">0.89,</span> <span class="pre">0.9,</span> <span class="pre">0.91,</span> <span class="pre">0.92,</span> <span class="pre">0.93,</span> <span class="pre">0.94,</span> <span class="pre">0.95,</span> <span class="pre">0.96,</span> <span class="pre">0.97,</span> <span class="pre">0.98,</span> <span class="pre">0.99,</span> <span class="pre">1.])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gvoc'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L402-L482"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_generalized_voc_metrics" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_generalized_voc_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">false_negatives</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_score_thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([0.5,</span> <span class="pre">0.55,</span> <span class="pre">0.6,</span> <span class="pre">0.65,</span> <span class="pre">0.7,</span> <span class="pre">0.75,</span> <span class="pre">0.8,</span> <span class="pre">0.85,</span> <span class="pre">0.9,</span> <span class="pre">0.95])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">recall_thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([0.0,</span> <span class="pre">0.01,</span> <span class="pre">0.02,</span> <span class="pre">0.03,</span> <span class="pre">0.04,</span> <span class="pre">0.05,</span> <span class="pre">0.06,</span> <span class="pre">0.07,</span> <span class="pre">0.08,</span> <span class="pre">0.09,</span> <span class="pre">0.1,</span> <span class="pre">0.11,</span> <span class="pre">0.12,</span> <span class="pre">0.13,</span> <span class="pre">0.14,</span> <span class="pre">0.15,</span> <span class="pre">0.16,</span> <span class="pre">0.17,</span> <span class="pre">0.18,</span> <span class="pre">0.19,</span> <span class="pre">0.2,</span> <span class="pre">0.21,</span> <span class="pre">0.22,</span> <span class="pre">0.23,</span> <span class="pre">0.24,</span> <span class="pre">0.25,</span> <span class="pre">0.26,</span> <span class="pre">0.27,</span> <span class="pre">0.28,</span> <span class="pre">0.29,</span> <span class="pre">0.3,</span> <span class="pre">0.31,</span> <span class="pre">0.32,</span> <span class="pre">0.33,</span> <span class="pre">0.34,</span> <span class="pre">0.35,</span> <span class="pre">0.36,</span> <span class="pre">0.37,</span> <span class="pre">0.38,</span> <span class="pre">0.39,</span> <span class="pre">0.4,</span> <span class="pre">0.41,</span> <span class="pre">0.42,</span> <span class="pre">0.43,</span> <span class="pre">0.44,</span> <span class="pre">0.45,</span> <span class="pre">0.46,</span> <span class="pre">0.47,</span> <span class="pre">0.48,</span> <span class="pre">0.49,</span> <span class="pre">0.5,</span> <span class="pre">0.51,</span> <span class="pre">0.52,</span> <span class="pre">0.53,</span> <span class="pre">0.54,</span> <span class="pre">0.55,</span> <span class="pre">0.56,</span> <span class="pre">0.57,</span> <span class="pre">0.58,</span> <span class="pre">0.59,</span> <span class="pre">0.6,</span> <span class="pre">0.61,</span> <span class="pre">0.62,</span> <span class="pre">0.63,</span> <span class="pre">0.64,</span> <span class="pre">0.65,</span> <span class="pre">0.66,</span> <span class="pre">0.67,</span> <span class="pre">0.68,</span> <span class="pre">0.69,</span> <span class="pre">0.7,</span> <span class="pre">0.71,</span> <span class="pre">0.72,</span> <span class="pre">0.73,</span> <span class="pre">0.74,</span> <span class="pre">0.75,</span> <span class="pre">0.76,</span> <span class="pre">0.77,</span> <span class="pre">0.78,</span> <span class="pre">0.79,</span> <span class="pre">0.8,</span> <span class="pre">0.81,</span> <span class="pre">0.82,</span> <span class="pre">0.83,</span> <span class="pre">0.84,</span> <span class="pre">0.85,</span> <span class="pre">0.86,</span> <span class="pre">0.87,</span> <span class="pre">0.88,</span> <span class="pre">0.89,</span> <span class="pre">0.9,</span> <span class="pre">0.91,</span> <span class="pre">0.92,</span> <span class="pre">0.93,</span> <span class="pre">0.94,</span> <span class="pre">0.95,</span> <span class="pre">0.96,</span> <span class="pre">0.97,</span> <span class="pre">0.98,</span> <span class="pre">0.99,</span> <span class="pre">1.0])</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gvoc'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L402-L482"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_generalized_voc_metrics" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute VOC metrics given matched pairs of instances.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -448,7 +421,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_instance_area">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_instance_area</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L116-L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_instance_area" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_instance_area</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L116-L131"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_instance_area" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the area of the bounding box of a set of keypoints.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -462,7 +435,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_oks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_oks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cocoeval</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L134-L250"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_oks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_oks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_cocoeval</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L134-L250"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_oks" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the object keypoints similarity between sets of points.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -512,7 +485,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_pck_metrics">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_pck_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dists</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([1.,</span> <span class="pre">2.,</span> <span class="pre">3.,</span> <span class="pre">4.,</span> <span class="pre">5.,</span> <span class="pre">6.,</span> <span class="pre">7.,</span> <span class="pre">8.,</span> <span class="pre">9.,</span> <span class="pre">10.])</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L556-L579"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_pck_metrics" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_pck_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dists</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresholds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">array([1.0,</span> <span class="pre">2.0,</span> <span class="pre">3.0,</span> <span class="pre">4.0,</span> <span class="pre">5.0,</span> <span class="pre">6.0,</span> <span class="pre">7.0,</span> <span class="pre">8.0,</span> <span class="pre">9.0,</span> <span class="pre">10.0])</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L556-L579"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_pck_metrics" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute PCK across a range of thresholds.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -529,7 +502,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.compute_visibility_conf">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_visibility_conf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L582-L615"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_visibility_conf" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">compute_visibility_conf</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">positive_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L582-L615"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.compute_visibility_conf" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute node visibility metrics.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -544,7 +517,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.evaluate">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">oks_stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oks_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L618-L680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.evaluate" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">oks_stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">oks_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L618-L680"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.evaluate" title="Permalink to this definition">#</a></dt>
 <dd><p>Calculate all metrics from ground truth and predicted labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -569,7 +542,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.evaluate_model">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">evaluate_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cfg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">save</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'test'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L683-L773"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.evaluate_model" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">evaluate_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cfg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">save</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'test'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L683-L773"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.evaluate_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Evaluate a trained model and save metrics and predictions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -594,7 +567,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.find_frame_pairs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">find_frame_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L61-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.find_frame_pairs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">find_frame_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L61-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.find_frame_pairs" title="Permalink to this definition">#</a></dt>
 <dd><p>Find corresponding frames across two sets of labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -613,7 +586,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.load_metrics">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">load_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'val'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L776-L815"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.load_metrics" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">load_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">split</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'val'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L776-L815"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.load_metrics" title="Permalink to this definition">#</a></dt>
 <dd><p>Load metrics for a model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -658,7 +631,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.match_frame_pairs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">match_frame_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L353-L399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.match_frame_pairs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">match_frame_pairs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_pairs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L353-L399"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.match_frame_pairs" title="Permalink to this definition">#</a></dt>
 <dd><p>Match all ground truth and predicted instances within each pair of frames.</p>
 <p>This is a wrapper for <a class="reference internal" href="#sleap.nn.evals.match_instances" title="sleap.nn.evals.match_instances"><code class="xref py py-obj docutils literal notranslate"><span class="pre">match_instances()</span></code></a> but operates on lists of frames.</p>
 <dl class="field-list simple">
@@ -689,7 +662,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.match_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">match_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L253-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.match_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">match_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">frame_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.025</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_labels_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.instance.html#sleap.instance.PredictedInstance" title="sleap.instance.PredictedInstance"><span class="pre">PredictedInstance</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L253-L350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.match_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Match pairs of instances between ground truth and predictions in a frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -727,7 +700,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.evals.replace_path">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">replace_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L52-L58"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.replace_path" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.evals.</span></span><span class="sig-name descname"><span class="pre">replace_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">video_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/evals.py#L52-L58"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.evals.replace_path" title="Permalink to this definition">#</a></dt>
 <dd><p>Replace video paths in unstructured video objects.</p>
 </dd></dl>
 
@@ -739,12 +712,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -753,7 +730,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -795,7 +771,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -822,8 +797,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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diff --git a/develop/api/sleap.nn.heads.html b/develop/api/sleap.nn.heads.html
index 5da201bda..68774cee0 100644
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+
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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@@ -97,23 +96,13 @@
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
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@@ -137,35 +123,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
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 `);
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
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 </div></div>
       
     </div>
@@ -347,11 +320,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id0"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id0"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.part_names</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -360,10 +331,8 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.config</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.config</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -373,11 +342,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.activation"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.activation</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.channels"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.classes</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.classes</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -388,11 +355,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.activation"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.activation</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.channels"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id2"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.classes</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id2"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.classes</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.loss_function"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.loss_function</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.make_head"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.make_head()</span></code></a></li>
 </ul>
@@ -410,11 +375,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id3"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.part_names</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead</span></code></a><ul class="nav section-nav flex-column">
@@ -423,13 +386,11 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.output_stride"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.channels"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.from_config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id4"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.part_names</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id5"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.sigma_threshold</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id6"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.from_config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id4"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.part_names</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id5"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.sigma_threshold</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id6"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -438,11 +399,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.channels"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id7"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.edges</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id7"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.edges</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -451,11 +410,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id8"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id8"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.part_names</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -467,18 +424,18 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.heads">
-<span id="sleap-nn-heads"></span><h1>sleap.nn.heads<a class="headerlink" href="#module-sleap.nn.heads" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-heads"></span><h1>sleap.nn.heads<a class="headerlink" href="#module-sleap.nn.heads" title="Permalink to this heading">#</a></h1>
 <p>Model head definitions for defining model output types.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">CenteredInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L157-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">CenteredInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L158-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying centered instance confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of strings specifying the part names associated with channels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -489,19 +446,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.anchor_part">
-<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.anchor_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.anchor_part" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the part to use as an anchor node. If not specified, the
 bounding box centroid will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -512,7 +469,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -524,7 +481,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -535,24 +492,24 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L182-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.CenteredInstanceConfmapsHead" title="sleap.nn.heads.CenteredInstanceConfmapsHead"><span class="pre">CenteredInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L182-L209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CenteredInstanceConfmapsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></code> instance specifying the head
 parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id0">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id0" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id0" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be
 configured to produce. The number of parts determines the number of
 channels in the output. This must be provided if the <a class="reference internal" href="#id0" title="sleap.nn.heads.CenteredInstanceConfmapsHead.part_names"><code class="xref py py-obj docutils literal notranslate"><span class="pre">part_names</span></code></a>
@@ -570,23 +527,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L116-L154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">anchor_part</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L117-L154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying instance centroid confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.anchor_part">
-<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.anchor_part" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">anchor_part</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.anchor_part" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the part to use as an anchor node. If not specified, the
 bounding box centroid will be used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -597,7 +554,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -609,7 +566,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -620,17 +577,17 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig"><span class="pre">CentroidsHeadConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.CentroidConfmapsHead" title="sleap.nn.heads.CentroidConfmapsHead"><span class="pre">CentroidConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L139-L154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig"><span class="pre">CentroidsHeadConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.CentroidConfmapsHead" title="sleap.nn.heads.CentroidConfmapsHead"><span class="pre">CentroidConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L139-L154"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.CentroidConfmapsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.CentroidConfmapsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidsHeadConfig</span></code> instance specifying the head parameters.</p>
 </dd></dl>
 
@@ -645,11 +602,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">ClassMapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L313-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">ClassMapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L314-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying class identity maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.classes">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.classes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.classes" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -660,7 +617,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the class maps around each node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -671,7 +628,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -683,7 +640,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -694,29 +651,29 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.activation">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.activation" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the activation function of the head output layer.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ClassMapsHeadConfig" title="sleap.nn.config.model.ClassMapsHeadConfig"><span class="pre">ClassMapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.ClassMapsHead" title="sleap.nn.heads.ClassMapsHead"><span class="pre">ClassMapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L340-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ClassMapsHeadConfig" title="sleap.nn.config.model.ClassMapsHeadConfig"><span class="pre">ClassMapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.ClassMapsHead" title="sleap.nn.heads.ClassMapsHead"><span class="pre">ClassMapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L340-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassMapsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.ClassMapsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">ClassMapsHeadConfig</span></code> instance specifying the head parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id1">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#id1" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#id1" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes that this head will predict.
 This must be set if the <a class="reference internal" href="#id1" title="sleap.nn.heads.ClassMapsHead.classes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">classes</span></code></a> attribute of the configuration is not
 set.</p>
@@ -733,11 +690,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">ClassVectorsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_units</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L367-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">ClassVectorsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_fc_units</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_pool</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L368-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying classification heads.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.classes">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.classes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.classes" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -748,7 +705,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.num_fc_layers">
-<span class="sig-name descname"><span class="pre">num_fc_layers</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.num_fc_layers" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">num_fc_layers</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.num_fc_layers" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of fully connected layers after flattening input features.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -759,7 +716,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.num_fc_units">
-<span class="sig-name descname"><span class="pre">num_fc_units</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.num_fc_units" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">num_fc_units</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.num_fc_units" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of units (dimensions) in fully connected layers prior to
 classification output.</p>
 <dl class="field-list simple">
@@ -771,7 +728,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -783,7 +740,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -794,29 +751,29 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.activation">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.activation" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the activation function of the head output layer.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ClassVectorsHeadConfig" title="sleap.nn.config.model.ClassVectorsHeadConfig"><span class="pre">ClassVectorsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.ClassVectorsHead" title="sleap.nn.heads.ClassVectorsHead"><span class="pre">ClassVectorsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L403-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ClassVectorsHeadConfig" title="sleap.nn.config.model.ClassVectorsHeadConfig"><span class="pre">ClassVectorsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">classes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.ClassVectorsHead" title="sleap.nn.heads.ClassVectorsHead"><span class="pre">ClassVectorsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L403-L429"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">ClassVectorsHeadConfig</span></code> instance specifying the head parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id2">
-<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#id2" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">classes</span></span><a class="headerlink" href="#id2" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string names of the classes that this head will predict.
 This must be set if the <a class="reference internal" href="#id2" title="sleap.nn.heads.ClassVectorsHead.classes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">classes</span></code></a> attribute of the configuration is not
 set.</p>
@@ -831,13 +788,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.loss_function">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.loss_function" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.loss_function" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the name of the loss function to use for this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.ClassVectorsHead.make_head">
-<span class="sig-name descname"><span class="pre">make_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L431-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.make_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L431-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.ClassVectorsHead.make_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Make head output tensor from input feature tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -857,29 +814,29 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.Head">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">Head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L19-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.Head" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">Head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L20-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.Head" title="Permalink to this definition">#</a></dt>
 <dd><p>Base class for model output heads.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.Head.activation">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.Head.activation" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">activation</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.Head.activation" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the activation function of the head output layer.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.Head.channels">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.Head.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.Head.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.Head.loss_function">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.Head.loss_function" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.nn.heads.Head.loss_function" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the name of the loss function to use for this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.Head.make_head">
-<span class="sig-name descname"><span class="pre">make_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L42-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.Head.make_head" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x_in</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L42-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.Head.make_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Make head output tensor from input feature tensor.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -899,11 +856,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L212-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">MultiInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L213-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying multi-instance confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of strings specifying the part names associated with channels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -914,7 +871,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -925,7 +882,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -937,7 +894,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -948,24 +905,24 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L234-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.MultiInstanceConfmapsHead" title="sleap.nn.heads.MultiInstanceConfmapsHead"><span class="pre">MultiInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L234-L260"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.MultiInstanceConfmapsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHeadConfig</span></code> instance specifying the head
 parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id3">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id3" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id3" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be
 configured to produce. The number of parts determines the number of
 channels in the output. This must be provided if the <a class="reference internal" href="#id3" title="sleap.nn.heads.MultiInstanceConfmapsHead.part_names"><code class="xref py py-obj docutils literal notranslate"><span class="pre">part_names</span></code></a>
@@ -983,11 +940,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">OffsetRefinementHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L471-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">OffsetRefinementHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L472-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying offset refinement maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of strings specifying the part names associated with channels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -998,7 +955,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.sigma_threshold">
-<span class="sig-name descname"><span class="pre">sigma_threshold</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.sigma_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma_threshold</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.sigma_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Threshold of confidence map values to use for defining the
 boundary of the offset maps.</p>
 <dl class="field-list simple">
@@ -1010,7 +967,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -1022,7 +979,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1033,23 +990,23 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig"><span class="pre">CentroidsHeadConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig"><span class="pre">SingleInstanceConfmapsHeadConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L494-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CentroidsHeadConfig" title="sleap.nn.config.model.CentroidsHeadConfig"><span class="pre">CentroidsHeadConfig</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig"><span class="pre">SingleInstanceConfmapsHeadConfig</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig" title="sleap.nn.config.model.CenteredInstanceConfmapsHeadConfig"><span class="pre">CenteredInstanceConfmapsHeadConfig</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfmapsHeadConfig" title="sleap.nn.config.model.MultiInstanceConfmapsHeadConfig"><span class="pre">MultiInstanceConfmapsHeadConfig</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.OffsetRefinementHead" title="sleap.nn.heads.OffsetRefinementHead"><span class="pre">OffsetRefinementHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L494-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.OffsetRefinementHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.OffsetRefinementHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">ConfmapConfig</span></code> instance specifying the head parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id4">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id4" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id4" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be
 configured to produce. The number of parts determines the number of
 channels in the output. This must be provided if the <a class="reference internal" href="#id4" title="sleap.nn.heads.OffsetRefinementHead.part_names"><code class="xref py py-obj docutils literal notranslate"><span class="pre">part_names</span></code></a>
@@ -1058,14 +1015,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id5">
-<span class="sig-name descname"><span class="pre">sigma_threshold</span></span><a class="headerlink" href="#id5" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma_threshold</span></span><a class="headerlink" href="#id5" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value below which offsets will be
 replaced with zeros.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id6">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#id6" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#id6" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss associated with this head.</p>
 </dd></dl>
 
@@ -1080,11 +1037,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L263-L310"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">PartAffinityFieldsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">15.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L264-L310"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying multi-instance part affinity fields.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.edges" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.edges" title="Permalink to this definition">#</a></dt>
 <dd><p>List of tuples of <code class="xref py py-obj docutils literal notranslate"><span class="pre">(source,</span> <span class="pre">destination)</span></code> node names.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1095,7 +1052,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the part affinity fields.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1106,7 +1063,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -1118,7 +1075,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1129,24 +1086,24 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="sleap.nn.config.model.PartAffinityFieldsHeadConfig"><span class="pre">PartAffinityFieldsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.PartAffinityFieldsHead" title="sleap.nn.heads.PartAffinityFieldsHead"><span class="pre">PartAffinityFieldsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L285-L310"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.PartAffinityFieldsHeadConfig" title="sleap.nn.config.model.PartAffinityFieldsHeadConfig"><span class="pre">PartAffinityFieldsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.PartAffinityFieldsHead" title="sleap.nn.heads.PartAffinityFieldsHead"><span class="pre">PartAffinityFieldsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L285-L310"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.PartAffinityFieldsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.PartAffinityFieldsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">PartAffinityFieldsHeadConfig</span></code> instance specifying the head
 parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id7">
-<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#id7" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#id7" title="Permalink to this definition">#</a></dt>
 <dd><p>List of 2-tuples of the form <code class="xref py py-obj docutils literal notranslate"><span class="pre">(source_node,</span> <span class="pre">destination_node)</span></code> that
 define pairs of text names of the directed edges of the graph. This must
 be set if the <a class="reference internal" href="#id7" title="sleap.nn.heads.PartAffinityFieldsHead.edges"><code class="xref py py-obj docutils literal notranslate"><span class="pre">edges</span></code></a> attribute of the configuration is not set.</p>
@@ -1163,11 +1120,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L65-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.heads.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceConfmapsHead</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L66-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead" title="Permalink to this definition">#</a></dt>
 <dd><p>Head for specifying single instance confidence maps.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of strings specifying the part names associated with channels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1178,7 +1135,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.sigma">
-<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.sigma" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sigma</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.sigma" title="Permalink to this definition">#</a></dt>
 <dd><p>Spread of the confidence maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1189,7 +1146,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Stride of the output head tensor. The input tensor is expected to
 be at the same stride.</p>
 <dl class="field-list simple">
@@ -1201,7 +1158,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.loss_weight">
-<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.loss_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_weight</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.loss_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the loss term for this head during optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1212,24 +1169,24 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.channels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.channels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.channels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the number of channels in the tensor output by this head.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig"><span class="pre">SingleInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.SingleInstanceConfmapsHead" title="sleap.nn.heads.SingleInstanceConfmapsHead"><span class="pre">SingleInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L87-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.SingleInstanceConfmapsHeadConfig" title="sleap.nn.config.model.SingleInstanceConfmapsHeadConfig"><span class="pre">SingleInstanceConfmapsHeadConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.heads.SingleInstanceConfmapsHead" title="sleap.nn.heads.SingleInstanceConfmapsHead"><span class="pre">SingleInstanceConfmapsHead</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/heads.py#L87-L113"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create this head from a set of configurations.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.heads.SingleInstanceConfmapsHead.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHeadConfig</span></code> instance specifying the head
 parameters.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id8">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id8" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#id8" title="Permalink to this definition">#</a></dt>
 <dd><p>Text name of the body parts (nodes) that the head will be
 configured to produce. The number of parts determines the number of
 channels in the output. This must be provided if the <a class="reference internal" href="#id8" title="sleap.nn.heads.SingleInstanceConfmapsHead.part_names"><code class="xref py py-obj docutils literal notranslate"><span class="pre">part_names</span></code></a>
@@ -1253,12 +1210,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1267,7 +1228,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1281,11 +1241,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id0"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CenteredInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id0"><code class="docutils literal notranslate"><span class="pre">CenteredInstanceConfmapsHead.part_names</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1294,10 +1252,8 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.config</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.CentroidConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">CentroidConfmapsHead.config</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1307,11 +1263,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.activation"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.activation</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.channels"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.classes</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassMapsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id1"><code class="docutils literal notranslate"><span class="pre">ClassMapsHead.classes</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1322,11 +1276,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.activation"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.activation</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.channels"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id2"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.classes</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.from_config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.config"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id2"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.classes</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.loss_function"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.loss_function</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.ClassVectorsHead.make_head"><code class="docutils literal notranslate"><span class="pre">ClassVectorsHead.make_head()</span></code></a></li>
 </ul>
@@ -1344,11 +1296,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id3"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.MultiInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id3"><code class="docutils literal notranslate"><span class="pre">MultiInstanceConfmapsHead.part_names</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1357,13 +1307,11 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.output_stride"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.channels"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.from_config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id4"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.part_names</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id5"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.sigma_threshold</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id6"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.from_config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.OffsetRefinementHead.config"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id4"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.part_names</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id5"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.sigma_threshold</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id6"><code class="docutils literal notranslate"><span class="pre">OffsetRefinementHead.loss_weight</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1372,11 +1320,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.channels"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id7"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.edges</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.from_config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.PartAffinityFieldsHead.config"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id7"><code class="docutils literal notranslate"><span class="pre">PartAffinityFieldsHead.edges</span></code></a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead</span></code></a><ul class="nav section-nav flex-column">
@@ -1385,11 +1331,9 @@ <h2> Contents </h2>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.output_stride"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.output_stride</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.loss_weight"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.loss_weight</span></code></a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.channels"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.channels</span></code></a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.from_config()</span></code></a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.config</span></code></a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id8"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.part_names</span></code></a></li>
-</ul>
-</li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.from_config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.from_config()</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap.nn.heads.SingleInstanceConfmapsHead.config"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.config</span></code></a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id8"><code class="docutils literal notranslate"><span class="pre">SingleInstanceConfmapsHead.part_names</span></code></a></li>
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   <section id="module-sleap.nn.identity">
-<span id="sleap-nn-identity"></span><h1>sleap.nn.identity<a class="headerlink" href="#module-sleap.nn.identity" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-identity"></span><h1>sleap.nn.identity<a class="headerlink" href="#module-sleap.nn.identity" title="Permalink to this heading">#</a></h1>
 <p>Utilities for models that learn identity.</p>
 <p>These functions implement the inference logic for classifying peaks using class maps or
 classification vectors.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.identity.classify_peaks_from_maps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">classify_peaks_from_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">class_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L97-L179"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.classify_peaks_from_maps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">classify_peaks_from_maps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">class_maps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L97-L179"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.classify_peaks_from_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>Classify and group local peaks by their class map probability.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -398,16 +371,16 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.identity.classify_peaks_from_vectors">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">classify_peaks_from_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_class_probs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L182-L250"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.classify_peaks_from_vectors" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">classify_peaks_from_vectors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_class_probs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L182-L250"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.classify_peaks_from_vectors" title="Permalink to this definition">#</a></dt>
 <dd><p>Group peaks by classification probabilities.</p>
 <p>This is used in top-down classification models.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>peak_points</strong></p></li>
-<li><p><strong>peak_vals</strong></p></li>
-<li><p><strong>peak_class_probs</strong></p></li>
-<li><p><strong>crop_sample_inds</strong></p></li>
+<li><p><strong>peak_points</strong> – </p></li>
+<li><p><strong>peak_vals</strong> – </p></li>
+<li><p><strong>peak_class_probs</strong> – </p></li>
+<li><p><strong>crop_sample_inds</strong> – </p></li>
 <li><p><strong>n_samples</strong> – Number of samples in the batch.</p></li>
 </ul>
 </dd>
@@ -429,7 +402,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.identity.group_class_peaks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">group_class_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_class_probs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L13-L94"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.group_class_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.identity.</span></span><span class="sig-name descname"><span class="pre">group_class_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_class_probs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_samples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/identity.py#L13-L94"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.identity.group_class_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Group local peaks using class probabilities.</p>
 <p>This is useful for matching peaks that span multiple samples and channels into
 classes (e.g., instance identities) by their class probability.</p>
@@ -474,12 +447,16 @@ <h2> Contents </h2>
 
               
               
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@@ -127,9 +116,6 @@
   
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-
-  
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@@ -137,35 +123,23 @@
   
   
   
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
 </div>
 
 
-
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     <span class="fa-solid fa-list"></span>
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 </div></div>
       
     </div>
@@ -642,10 +615,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.inference">
-<span id="sleap-nn-inference"></span><h1>sleap.nn.inference<a class="headerlink" href="#module-sleap.nn.inference" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-inference"></span><h1>sleap.nn.inference<a class="headerlink" href="#module-sleap.nn.inference" title="Permalink to this heading">#</a></h1>
 <p>Inference pipelines and utilities.</p>
 <p>This module contains the classes and high level APIs for predicting instances on new
 data using trained models.</p>
@@ -665,35 +638,35 @@ <h2> Contents </h2>
 function which provides a simplified interface for creating <a href="#id3"><span class="problematic" id="id4">`</span></a>Predictor`s.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2695-L2961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2695-L2961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that predicts instances from images using a trained model.</p>
 <p>This layer encapsulates all of the inference operations required for generating
 predictions from a centered instance confidence map model. This includes
 preprocessing, model forward pass, peak finding and coordinate adjustment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps and part affinity fields as output.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.paf_scorer">
-<span class="sig-name descname"><span class="pre">paf_scorer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.paf_scorer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">paf_scorer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.paf_scorer" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.paf_grouping.html#sleap.nn.paf_grouping.PAFScorer" title="sleap.nn.paf_grouping.PAFScorer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.paf_grouping.PAFScorer</span></code></a> instance configured to group
 instances based on peaks and PAFs produced by the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.cm_output_stride">
-<span class="sig-name descname"><span class="pre">cm_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.cm_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">cm_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.cm_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -702,7 +675,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.paf_output_stride">
-<span class="sig-name descname"><span class="pre">paf_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.paf_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">paf_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.paf_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 part affinity fields relative to the images (after input scaling). This is
 used for adjusting the peak coordinates to the PAF grid. This will be
@@ -711,13 +684,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -726,14 +699,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted instances. This will result in slower inference times since
 the data must be copied off of the GPU, but is useful for visualizing the
@@ -742,7 +715,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.return_pafs">
-<span class="sig-name descname"><span class="pre">return_pafs</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_pafs" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_pafs</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_pafs" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the part affinity fields will be returned together with
 the predicted instances. This will result in slower inference times since
 the data must be copied off of the GPU, but is useful for visualizing the
@@ -751,7 +724,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.return_paf_graph">
-<span class="sig-name descname"><span class="pre">return_paf_graph</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_paf_graph" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_paf_graph</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.return_paf_graph" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the part affinity field graph will be returned
 together with the predicted instances. The graph is obtained by parsing the
 part affinity fields with the <a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceLayer.paf_scorer" title="sleap.nn.inference.BottomUpInferenceLayer.paf_scorer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">paf_scorer</span></code></a> instance and is an intermediate
@@ -760,7 +733,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -769,7 +742,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.pafs_ind">
-<span class="sig-name descname"><span class="pre">pafs_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.pafs_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pafs_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.pafs_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to part affinity
 fields. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected automatically by
 searching for the first tensor that contains <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;PartAffinityFieldsHead&quot;</span></code> in
@@ -778,7 +751,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -788,14 +761,14 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2896-L2961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2896-L2961"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data</strong> – This may be either a single batch of images as a 4-D tensor of shape</p></li>
-<li><p><strong>`</strong> (<em>batch_size</em><em>, </em><em>height</em><em>, </em><em>width</em><em>, </em><em>channels</em>)</p></li>
-<li><p><strong>key.</strong> (<em>image batch in the &quot;images&quot;</em>)</p></li>
+<li><p><strong>`</strong> (<em>batch_size</em><em>, </em><em>height</em><em>, </em><em>width</em><em>, </em><em>channels</em>) – </p></li>
+<li><p><strong>key.</strong> (<em>image batch in the &quot;images&quot;</em>) – </p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -822,13 +795,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.find_peaks">
-<span class="sig-name descname"><span class="pre">find_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2850-L2894"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.find_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2850-L2894"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.find_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Run peak finding on predicted confidence maps.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceLayer.forward_pass">
-<span class="sig-name descname"><span class="pre">forward_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2822-L2848"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.forward_pass" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">forward_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2822-L2848"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceLayer.forward_pass" title="Permalink to this definition">#</a></dt>
 <dd><p>Run preprocessing and model inference on a batch.</p>
 </dd></dl>
 
@@ -836,21 +809,21 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2964-L3010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2964-L3010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Bottom-up instance prediction model.</p>
 <p>This model encapsulates the bottom-up approach where points are first detected by
 local peak detection and then grouped into instances by connectivity scoring using
 part affinity fields.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceModel.bottomup_layer">
-<span class="sig-name descname"><span class="pre">bottomup_layer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel.bottomup_layer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">bottomup_layer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel.bottomup_layer" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceLayer" title="sleap.nn.inference.BottomUpInferenceLayer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BottomUpInferenceLayer</span></code></a>. This layer takes as input a full
 image and outputs the predicted instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2984-L3010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2984-L3010"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -883,28 +856,28 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3309-L3547"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3309-L3547"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that predicts instances from images using a trained model.</p>
 <p>This layer encapsulates all of the inference operations required for generating
 predictions from a centered instance confidence map model. This includes
 preprocessing, model forward pass, peak finding and coordinate adjustment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps and class maps as output.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.cm_output_stride">
-<span class="sig-name descname"><span class="pre">cm_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.cm_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">cm_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.cm_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -913,7 +886,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_output_stride">
-<span class="sig-name descname"><span class="pre">class_maps_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_maps_output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the
 output class maps relative to the images (after input scaling). This is
 used for adjusting the peak coordinates to the class maps grid. This will be
@@ -922,13 +895,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -937,14 +910,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted instances. This will result in slower inference times since
 the data must be copied off of the GPU, but is useful for visualizing the
@@ -953,7 +926,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_class_maps">
-<span class="sig-name descname"><span class="pre">return_class_maps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_class_maps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_class_maps</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.return_class_maps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the class maps will be returned together with
 the predicted instances. This will result in slower inference times since
 the data must be copied off of the GPU, but is useful for visualizing the
@@ -962,7 +935,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -971,7 +944,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_ind">
-<span class="sig-name descname"><span class="pre">class_maps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_maps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.class_maps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to class
 maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected automatically by
 searching for the first tensor that contains <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;ClassMapsHead&quot;</span></code> in its name.</p>
@@ -979,7 +952,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -989,14 +962,14 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3483-L3547"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3483-L3547"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data</strong> – This may be either a single batch of images as a 4-D tensor of shape</p></li>
-<li><p><strong>`</strong> (<em>batch_size</em><em>, </em><em>height</em><em>, </em><em>width</em><em>, </em><em>channels</em>)</p></li>
-<li><p><strong>key.</strong> (<em>image batch in the &quot;images&quot;</em>)</p></li>
+<li><p><strong>`</strong> (<em>batch_size</em><em>, </em><em>height</em><em>, </em><em>width</em><em>, </em><em>channels</em>) – </p></li>
+<li><p><strong>key.</strong> (<em>image batch in the &quot;images&quot;</em>) – </p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1020,13 +993,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.find_peaks">
-<span class="sig-name descname"><span class="pre">find_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3451-L3481"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.find_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3451-L3481"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.find_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Run peak finding on predicted confidence maps.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceLayer.forward_pass">
-<span class="sig-name descname"><span class="pre">forward_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3425-L3449"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.forward_pass" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">forward_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3425-L3449"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer.forward_pass" title="Permalink to this definition">#</a></dt>
 <dd><p>Run preprocessing and model inference on a batch.</p>
 </dd></dl>
 
@@ -1034,21 +1007,21 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3550-L3592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3550-L3592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Bottom-up multi-class instance prediction model.</p>
 <p>This model encapsulates the bottom-up multi-class approach where points are first
 detected by local peak finding and then grouped into instances by their identity
 classifications.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceModel.inference_layer">
-<span class="sig-name descname"><span class="pre">inference_layer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel.inference_layer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_layer</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel.inference_layer" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceLayer" title="sleap.nn.inference.BottomUpMultiClassInferenceLayer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BottomUpMultiClassInferenceLayer</span></code></a>. This layer takes as input
 a full image and outputs the predicted instances.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3566-L3592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3566-L3592"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1081,7 +1054,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="sleap.nn.inference.BottomUpMultiClassInferenceModel"><span class="pre">BottomUpMultiClassInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3595-L3817"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="sleap.nn.inference.BottomUpMultiClassInferenceModel"><span class="pre">BottomUpMultiClassInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3596-L3818"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Bottom-up multi-instance predictor.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained bottom-up multi-instance SLEAP model.</p>
@@ -1089,7 +1062,7 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata for the
 trained model.</p>
 <dl class="field-list simple">
@@ -1101,7 +1074,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained model. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be used if available from the data
 source.</p>
@@ -1114,32 +1087,32 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="sleap.nn.inference.BottomUpMultiClassInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.inference.BottomUpMultiClassInferenceModel</span></code></a> that
 wraps a trained <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing, peak finding
 and classification.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="sleap.nn.inference.BottomUpMultiClassInferenceModel">sleap.nn.inference.BottomUpMultiClassInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassInferenceModel" title="sleap.nn.inference.BottomUpMultiClassInferenceModel">sleap.nn.inference.BottomUpMultiClassInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -1151,7 +1124,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a local peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1162,7 +1135,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.integral_refinement">
-<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.integral_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.integral_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, peaks will be refined with integral regression.
 If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>, peaks will be refined with quarter pixel local
 gradient offset. This has no effect if the model has an offset regression
@@ -1176,7 +1149,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 <dl class="field-list simple">
@@ -1188,19 +1161,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.tracks">
-<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>If provided, instances will be created using these track instances. If
 not, instances will be assigned tracks from the provider if possible.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[<a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track">sleap.instance.Track</a>] | None</p>
+<dd class="field-odd"><p>Optional[List[<a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track">sleap.instance.Track</a>]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassPredictor" title="sleap.nn.inference.BottomUpMultiClassPredictor"><span class="pre">BottomUpMultiClassPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3654-L3705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.BottomUpMultiClassPredictor" title="sleap.nn.inference.BottomUpMultiClassPredictor"><span class="pre">BottomUpMultiClassPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3654-L3705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create predictor from a saved model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1231,7 +1204,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpMultiClassPredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.BottomUpMultiClassPredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
@@ -1239,7 +1212,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bottomup_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">bottomup_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceModel" title="sleap.nn.inference.BottomUpInferenceModel"><span class="pre">BottomUpInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paf_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3013-L3306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">BottomUpPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bottomup_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">bottomup_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceModel" title="sleap.nn.inference.BottomUpInferenceModel"><span class="pre">BottomUpInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paf_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3014-L3306"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Bottom-up multi-instance predictor.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained bottom-up multi-instance SLEAP model.</p>
@@ -1247,7 +1220,7 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.bottomup_config">
-<span class="sig-name descname"><span class="pre">bottomup_config</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.bottomup_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">bottomup_config</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.bottomup_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained bottomup model.</p>
 <dl class="field-list simple">
@@ -1259,7 +1232,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.bottomup_model">
-<span class="sig-name descname"><span class="pre">bottomup_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.bottomup_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">bottomup_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.bottomup_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained
 bottomup model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be used if available
 from the data source.</p>
@@ -1272,45 +1245,45 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceModel" title="sleap.nn.inference.BottomUpInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.inference.BottomUpInferenceModel</span></code></a> that wraps a
 trained <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing, centroid detection,
 cropping and peak finding.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceModel" title="sleap.nn.inference.BottomUpInferenceModel">sleap.nn.inference.BottomUpInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.BottomUpInferenceModel" title="sleap.nn.inference.BottomUpInferenceModel">sleap.nn.inference.BottomUpInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.tracker">
-<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.tracker" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracking.Tracker</span></code></a> that will be called to associate
 detections over time. Predicted instances will not be assigned to tracks if
 if this is <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -1322,7 +1295,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a local peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1333,7 +1306,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.integral_refinement">
-<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.integral_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.integral_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, peaks will be refined with integral regression.
 If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>, peaks will be refined with quarter pixel local
 gradient offset. This has no effect if the model has an offset regression
@@ -1347,7 +1320,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 <dl class="field-list simple">
@@ -1359,7 +1332,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.max_edge_length_ratio">
-<span class="sig-name descname"><span class="pre">max_edge_length_ratio</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.max_edge_length_ratio" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_edge_length_ratio</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.max_edge_length_ratio" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum expected length of a connected pair of points
 as a fraction of the image size. Candidate connections longer than this
 length will be penalized during matching.</p>
@@ -1372,7 +1345,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.dist_penalty_weight">
-<span class="sig-name descname"><span class="pre">dist_penalty_weight</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.dist_penalty_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">dist_penalty_weight</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.dist_penalty_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>A coefficient to scale weight of the distance penalty as
 a scalar float. Set to values greater than 1.0 to enforce the distance
 penalty more strictly.</p>
@@ -1385,7 +1358,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.paf_line_points">
-<span class="sig-name descname"><span class="pre">paf_line_points</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.paf_line_points" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">paf_line_points</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.paf_line_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of points to sample along the line integral.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -1396,7 +1369,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.min_line_scores">
-<span class="sig-name descname"><span class="pre">min_line_scores</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.min_line_scores" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_line_scores</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.min_line_scores" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum line score (between -1 and 1) required to form a match
 between candidate point pairs. Useful for rejecting spurious detections when
 there are no better ones.</p>
@@ -1409,21 +1382,21 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.max_instances">
-<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.max_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.max_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>If not <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, discard instances beyond this count when
 predicting, regardless of whether filtering is done at the tracking stage.
 This is useful for preventing extraneous instances from being created when
 tracking is not being applied.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paf_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.BottomUpPredictor" title="sleap.nn.inference.BottomUpPredictor"><span class="pre">BottomUpPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3109-L3186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paf_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.BottomUpPredictor" title="sleap.nn.inference.BottomUpPredictor"><span class="pre">BottomUpPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3109-L3186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create predictor from a saved model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1468,7 +1441,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.BottomUpPredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.BottomUpPredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
@@ -1476,14 +1449,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidCrop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1625-L1941"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCrop" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidCrop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1625-L1941"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCrop" title="Permalink to this definition">#</a></dt>
 <dd><p>Inference layer for applying centroid crop-based models.</p>
 <p>This layer encapsulates all of the inference operations requires for generating
 predictions from a centroid confidence map model. This includes preprocessing,
 model forward pass, peak finding, coordinate adjustment and cropping.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps as output. This should be a model that is trained on
 centroid/anchor confidence maps.</p>
@@ -1491,20 +1464,20 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.crop_size">
-<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.crop_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.crop_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Integer scalar specifying the height/width of the centered crops.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>If not 1, input image will be paded to ensure that it is
 divisible by this value (after scaling). This should be set to the max
 stride of the model.</p>
@@ -1512,7 +1485,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -1521,13 +1494,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -1536,14 +1509,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted peaks. This will result in slower inference times since the
 data must be copied off of the GPU, but is useful for visualizing the raw
@@ -1552,7 +1525,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -1561,7 +1534,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -1571,7 +1544,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.return_crops">
-<span class="sig-name descname"><span class="pre">return_crops</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.return_crops" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_crops</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.return_crops" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the crops and offsets will be returned together with
 the predicted peaks. This is true by default since crops are used
 for finding instance peaks in a top down model. If using a centroid
@@ -1580,14 +1553,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.max_instances">
-<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.max_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.max_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>If set, determines the max number of instances that a
 multi-instance model returns.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCrop.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#sleap.nn.inference.CentroidCrop.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict centroid confidence maps and crop around peaks.</p>
 <p>This layer can be chained with a <a class="reference internal" href="#sleap.nn.inference.FindInstancePeaks" title="sleap.nn.inference.FindInstancePeaks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FindInstancePeaks</span></code></a> layer to create a top-down
 inference function from full images.</p>
@@ -1623,18 +1596,18 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCropGroundTruth">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidCropGroundTruth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L723-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidCropGroundTruth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L723-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that simulates a centroid cropping model using ground truth.</p>
 <p>This layer is useful for testing and evaluating centered instance models.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCropGroundTruth.crop_size">
-<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth.crop_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">crop_size</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth.crop_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The length of the square box to extract around each centroid.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidCropGroundTruth.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L736-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L736-L799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidCropGroundTruth.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the ground truth instance crops.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1670,13 +1643,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2169-L2209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">CentroidInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2169-L2209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Centroid only instance prediction model.</p>
 <p>This model encapsulates the first step in a top-down approach where instances are detected by
 local peak detection of an anchor point and then cropped.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidInferenceModel.centroid_crop">
-<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel.centroid_crop" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel.centroid_crop" title="Permalink to this definition">#</a></dt>
 <dd><p>A centroid cropping layer. This can be either <a class="reference internal" href="#sleap.nn.inference.CentroidCrop" title="sleap.nn.inference.CentroidCrop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCrop</span></code></a> or
 <a class="reference internal" href="#sleap.nn.inference.CentroidCropGroundTruth" title="sleap.nn.inference.CentroidCropGroundTruth"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCropGroundTruth</span></code></a>. This layer takes the full image as input and
 outputs a set of centroids and cropped boxes.</p>
@@ -1684,7 +1657,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.CentroidInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2185-L2209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2185-L2209"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.CentroidInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1712,14 +1685,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">FindInstancePeaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1944-L2166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">FindInstancePeaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1944-L2166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that predicts instance peaks from images using a trained model.</p>
 <p>This layer encapsulates all of the inference operations required for generating
 predictions from a centered instance confidence map model. This includes
 preprocessing, model forward pass, peak finding and coordinate adjustment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps as output. This should be a model that is trained on
 centered instance confidence maps.</p>
@@ -1727,14 +1700,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -1743,13 +1716,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -1758,14 +1731,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted peaks. This will result in slower inference times since the
 data must be copied off of the GPU, but is useful for visualizing the raw
@@ -1774,7 +1747,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -1783,7 +1756,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -1793,7 +1766,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaks.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2027-L2166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2027-L2166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaks.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict confidence maps and infer peak coordinates.</p>
 <p>This layer can be chained with a <a class="reference internal" href="#sleap.nn.inference.CentroidCrop" title="sleap.nn.inference.CentroidCrop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCrop</span></code></a> layer to create a top-down
 inference function from full images.</p>
@@ -1846,12 +1819,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaksGroundTruth">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">FindInstancePeaksGroundTruth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L802-L884"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaksGroundTruth" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">FindInstancePeaksGroundTruth</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L802-L884"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaksGroundTruth" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that simulates a centered instance peaks model.</p>
 <p>This layer is useful for testing and evaluating centroid models.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.FindInstancePeaksGroundTruth.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_output</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L810-L884"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaksGroundTruth.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_output</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L810-L884"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.FindInstancePeaksGroundTruth.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the ground truth instance peaks given a set of crops.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1899,7 +1872,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">InferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L887-L967"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">InferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L887-L967"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer" title="Permalink to this definition">#</a></dt>
 <dd><p>Base layer for wrapping a Keras model into a layer with preprocessing.</p>
 <p>This layer is useful for wrapping input preprocessing operations that would
 otherwise be handled by a separate pipeline.</p>
@@ -1910,26 +1883,26 @@ <h2> Contents </h2>
 take advantage of the <a class="reference internal" href="#sleap.nn.inference.InferenceLayer.preprocess" title="sleap.nn.inference.InferenceLayer.preprocess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preprocess()</span></code></a> method.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that will be called on the input to this layer.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>If not 1.0, input image will be resized by this factor.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>If not 1, input image will be padded to ensure that it is
 divisible by this value (after scaling).</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.ensure_grayscale">
-<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.ensure_grayscale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.ensure_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, converts inputs to grayscale if not already. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, converts inputs to RGB if not already. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (default), infer
 from the shape of the input layer of the model.</p>
@@ -1937,14 +1910,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.ensure_float">
-<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.ensure_float" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.ensure_float" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, converts inputs to <code class="xref py py-obj docutils literal notranslate"><span class="pre">float32</span></code> and scales the values to
 be between 0 and 1.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L958-L967"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L958-L967"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Call the model with preprocessed data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1958,7 +1931,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceLayer.preprocess">
-<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">imgs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L930-L956"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.preprocess" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">preprocess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">imgs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L930-L956"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceLayer.preprocess" title="Permalink to this definition">#</a></dt>
 <dd><p>Apply all preprocessing operations configured for this layer.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1976,14 +1949,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">InferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L970-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">InferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L970-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>SLEAP inference model base class.</p>
 <p>This class wraps the <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> class to provide SLEAP-specific inference
 utilities such as handling different input data types, preprocessing and variable
 output shapes.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceModel.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1081-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1081-L1158"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Save the frozen graph of a model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2012,7 +1985,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceModel.predict">
-<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">DatasetV2</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L978-L1034"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.predict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">DatasetV2</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L978-L1034"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.predict" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances in the data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2056,7 +2029,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.InferenceModel.predict_on_batch">
-<span class="sig-name descname"><span class="pre">predict_on_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1036-L1079"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.predict_on_batch" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">predict_on_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numpy</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1036-L1079"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.InferenceModel.predict_on_batch" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict a single batch of samples.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2093,14 +2066,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4582-L4627"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4593-L4638"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer" title="Permalink to this definition">#</a></dt>
 <dd><p>Inference layer for applying single instance models.</p>
 <p>This layer encapsulates all of the inference operations requires for generating
 predictions from a single instance confidence map model. This includes
 preprocessing, model forward pass, peak finding and coordinate adjustment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps as output. This should be a model that is trained on
 single instance confidence maps.</p>
@@ -2108,21 +2081,21 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.model_name">
-<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.model_name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.model_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Variable indicating which model of MoveNet to use, either “lightning”
 or “thunder.”</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>If not 1, input image will be paded to ensure that it is
 divisible by this value (after scaling). This should be set to the max
 stride of the model.</p>
@@ -2130,20 +2103,20 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.ensure_grayscale">
-<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.ensure_grayscale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_grayscale</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.ensure_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Boolean indicating whether the type of input data is grayscale
 or not.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.ensure_float">
-<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.ensure_float" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">ensure_float</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.ensure_float" title="Permalink to this definition">#</a></dt>
 <dd><p>Boolean indicating whether the type of data is float or not.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceLayer.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ex</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4617-L4627"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ex</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4628-L4638"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceLayer.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Call the model with preprocessed data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2159,13 +2132,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4630-L4654"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4641-L4665"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>MoveNet prediction model.</p>
 <p>This model encapsulates the basic MoveNet approach. The images are passed to a model
 which is trained to detect all body parts (17 joints in total).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceModel.inference_layer">
-<span class="sig-name descname"><span class="pre">inference_layer</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel.inference_layer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_layer</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel.inference_layer" title="Permalink to this definition">#</a></dt>
 <dd><p>A MoveNet layer. This layer takes as input full images/videos and</p>
 </dd></dl>
 
@@ -2176,7 +2149,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4653-L4654"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4664-L4665"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Calls the model on new inputs and returns the outputs as tensors.</p>
 <p>In this case <a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel.call" title="sleap.nn.inference.MoveNetInferenceModel.call"><code class="xref py py-obj docutils literal notranslate"><span class="pre">call()</span></code></a> just reapplies
 all ops in the graph to the new inputs
@@ -2210,7 +2183,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel" title="sleap.nn.inference.MoveNetInferenceModel"><span class="pre">MoveNetInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'lightning'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4657-L4799"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">MoveNetPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel" title="sleap.nn.inference.MoveNetInferenceModel"><span class="pre">MoveNetInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'lightning'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4669-L4810"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>MoveNet predictor.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained MoveNet model.
@@ -2218,31 +2191,31 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel" title="sleap.nn.inference.MoveNetInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.inference.MoveNetInferenceModel</span></code></a> that wraps
 a trained <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing and peak finding.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel" title="sleap.nn.inference.MoveNetInferenceModel">sleap.nn.inference.MoveNetInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.MoveNetInferenceModel" title="sleap.nn.inference.MoveNetInferenceModel">sleap.nn.inference.MoveNetInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -2253,7 +2226,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -2265,7 +2238,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.model_name">
-<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.model_name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model_name</span></span><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.model_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Variable indicating which model of MoveNet to use, either “lightning”
 or “thunder.”</p>
 <dl class="field-list simple">
@@ -2277,7 +2250,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.MoveNetPredictor" title="sleap.nn.inference.MoveNetPredictor"><span class="pre">MoveNetPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4710-L4732"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.MoveNetPredictor" title="sleap.nn.inference.MoveNetPredictor"><span class="pre">MoveNetPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4721-L4743"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the predictor from a saved model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2296,7 +2269,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.MoveNetPredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.MoveNetPredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
@@ -2304,11 +2277,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">Predictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L158-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">Predictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L159-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Base interface class for predictors.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L533-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L533-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Export a trained SLEAP model as a frozen graph. Initializes model,
 creates a dummy tracing batch and passes it through the model. The
 frozen graph is saved along with training meta info.</p>
@@ -2337,7 +2310,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.from_model_paths">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_model_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.Predictor" title="sleap.nn.inference.Predictor"><span class="pre">Predictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L175-L311"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.from_model_paths" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_model_paths</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.Predictor" title="sleap.nn.inference.Predictor"><span class="pre">Predictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L175-L311"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.from_model_paths" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the appropriate <a class="reference internal" href="#sleap.nn.inference.Predictor" title="sleap.nn.inference.Predictor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Predictor</span></code></a> subclass from a list of model paths.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2375,13 +2348,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.is_grayscale">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.Predictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.Predictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.make_pipeline">
-<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L329-L371"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.make_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L329-L371"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.make_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a data loading pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2401,7 +2374,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.predict">
-<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">make_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L496-L531"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.predict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.video.html#sleap.io.video.Video" title="sleap.io.video.Video"><span class="pre">Video</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">make_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L496-L531"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.Predictor.predict" title="Permalink to this definition">#</a></dt>
 <dd><p>Run inference on a data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2423,7 +2396,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.Predictor.report_period">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">report_period</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.inference.Predictor.report_period" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">report_period</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#sleap.nn.inference.Predictor.report_period" title="Permalink to this definition">#</a></dt>
 <dd><p>Time between progress reports in seconds.</p>
 </dd></dl>
 
@@ -2431,11 +2404,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.RateColumn">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">RateColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Column</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L147-L155"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.RateColumn" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">RateColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Column</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L147-L155"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.RateColumn" title="Permalink to this definition">#</a></dt>
 <dd><p>Renders the progress rate.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.RateColumn.render">
-<span class="sig-name descname"><span class="pre">render</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Task</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Text</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L150-L155"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.RateColumn.render" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">render</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Task</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Text</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L150-L155"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.RateColumn.render" title="Permalink to this definition">#</a></dt>
 <dd><p>Show progress rate.</p>
 </dd></dl>
 
@@ -2443,14 +2416,14 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1216-L1367"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceInferenceLayer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1216-L1367"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer" title="Permalink to this definition">#</a></dt>
 <dd><p>Inference layer for applying single instance models.</p>
 <p>This layer encapsulates all of the inference operations requires for generating
 predictions from a single instance confidence map model. This includes
 preprocessing, model forward pass, peak finding and coordinate adjustment.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps as output. This should be a model that is trained on
 single instance confidence maps.</p>
@@ -2458,14 +2431,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.pad_to_stride">
-<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.pad_to_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pad_to_stride</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.pad_to_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>If not 1, input image will be paded to ensure that it is
 divisible by this value (after scaling). This should be set to the max
 stride of the model.</p>
@@ -2473,7 +2446,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -2482,13 +2455,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -2497,14 +2470,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted peaks. This will result in slower inference times since the
 data must be copied off of the GPU, but is useful for visualizing the raw
@@ -2513,7 +2486,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -2522,7 +2495,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -2532,7 +2505,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceLayer.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1306-L1367"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1306-L1367"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceLayer.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instance confidence maps and find peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2560,7 +2533,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1370-L1402"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1370-L1402"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Single instance prediction model.</p>
 <p>This model encapsulates the basic single instance approach where it is assumed that
 there is only one instance in the frame. The images are passed to a peak detector
@@ -2568,14 +2541,14 @@ <h2> Contents </h2>
 per body part.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceModel.single_instance_layer">
-<span class="sig-name descname"><span class="pre">single_instance_layer</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel.single_instance_layer" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">single_instance_layer</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel.single_instance_layer" title="Permalink to this definition">#</a></dt>
 <dd><p>A single instance instance peak detection layer. This
 layer takes as input full images and outputs the detected peaks.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstanceInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1387-L1402"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1387-L1402"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstanceInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2601,7 +2574,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstancePredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="sleap.nn.inference.SingleInstanceInferenceModel"><span class="pre">SingleInstanceInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1405-L1622"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">SingleInstancePredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="sleap.nn.inference.SingleInstanceInferenceModel"><span class="pre">SingleInstanceInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1406-L1622"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Single instance predictor.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained single instance SLEAP model.</p>
@@ -2609,7 +2582,7 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.confmap_config">
-<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.confmap_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.confmap_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained model.</p>
 <dl class="field-list simple">
@@ -2621,7 +2594,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.confmap_model">
-<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.confmap_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.confmap_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -2632,31 +2605,31 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="sleap.nn.inference.SingleInstanceInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.inference.SingleInstanceInferenceModel</span></code></a> that wraps
 a trained <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing and peak finding.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="sleap.nn.inference.SingleInstanceInferenceModel">sleap.nn.inference.SingleInstanceInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.SingleInstanceInferenceModel" title="sleap.nn.inference.SingleInstanceInferenceModel">sleap.nn.inference.SingleInstanceInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -2667,7 +2640,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.integral_refinement">
-<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.integral_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.integral_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, peaks will be refined with integral regression.
 If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>, peaks will be refined with quarter pixel local
 gradient offset. This has no effect if the model has an offset regression
@@ -2681,7 +2654,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 <dl class="field-list simple">
@@ -2693,7 +2666,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -2705,7 +2678,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1602-L1622"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1602-L1622"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Export a trained SLEAP model as a frozen graph. Initializes model,
 creates a dummy tracing batch and passes it through the model. The
 frozen graph is saved along with training meta info.</p>
@@ -2734,7 +2707,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.SingleInstancePredictor" title="sleap.nn.inference.SingleInstancePredictor"><span class="pre">SingleInstancePredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1466-L1519"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.SingleInstancePredictor" title="sleap.nn.inference.SingleInstancePredictor"><span class="pre">SingleInstancePredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1466-L1519"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the predictor from a saved model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2765,7 +2738,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.SingleInstancePredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.SingleInstancePredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
@@ -2773,7 +2746,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2212-L2277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2212-L2277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Top-down instance prediction model.</p>
 <p>This model encapsulates the top-down approach where instances are first detected by
 local peak detection of an anchor point and then cropped. These instance-centered
@@ -2781,7 +2754,7 @@ <h2> Contents </h2>
 remaining body parts for the instance that is centered within the crop.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownInferenceModel.centroid_crop">
-<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.centroid_crop" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.centroid_crop" title="Permalink to this definition">#</a></dt>
 <dd><p>A centroid cropping layer. This can be either <a class="reference internal" href="#sleap.nn.inference.CentroidCrop" title="sleap.nn.inference.CentroidCrop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCrop</span></code></a> or
 <a class="reference internal" href="#sleap.nn.inference.CentroidCropGroundTruth" title="sleap.nn.inference.CentroidCropGroundTruth"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCropGroundTruth</span></code></a>. This layer takes the full image as input and
 outputs a set of centroids and cropped boxes.</p>
@@ -2789,7 +2762,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownInferenceModel.instance_peaks">
-<span class="sig-name descname"><span class="pre">instance_peaks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.instance_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instance_peaks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.instance_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>A instance peak detection layer. This can be either
 <a class="reference internal" href="#sleap.nn.inference.FindInstancePeaks" title="sleap.nn.inference.FindInstancePeaks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FindInstancePeaks</span></code></a> or <a class="reference internal" href="#sleap.nn.inference.FindInstancePeaksGroundTruth" title="sleap.nn.inference.FindInstancePeaksGroundTruth"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FindInstancePeaksGroundTruth</span></code></a>. This layer takes as
 input the output of the centroid cropper and outputs the detected peaks for
@@ -2798,7 +2771,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2239-L2277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2239-L2277"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -2832,7 +2805,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassFindPeaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3820-L4086"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassFindPeaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3821-L4087"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras layer that predicts and classifies peaks from images using a trained model.</p>
 <p>This layer encapsulates all of the inference operations required for generating
 predictions from a centered instance confidence map and multi-class model. This
@@ -2840,7 +2813,7 @@ <h2> Contents </h2>
 classification.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that accepts rank-4 images as input and predicts
 rank-4 confidence maps as output. This should be a model that is trained on
 centered instance confidence maps and classification.</p>
@@ -2848,14 +2821,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.input_scale">
-<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.input_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">input_scale</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.input_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Float indicating if the images should be resized before being
 passed to the model.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.output_stride">
-<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_stride</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the model, denoting the scale of the output
 confidence maps relative to the images (after input scaling). This is used
 for adjusting the peak coordinates to the image grid. This will be inferred
@@ -2864,13 +2837,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a global peak as valid.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.refinement">
-<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, returns the grid-aligned peaks with no refinement. If
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>, peaks will be refined with integral regression. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>,
 peaks will be refined with quarter pixel local gradient offset. This has no
@@ -2879,14 +2852,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.return_confmaps">
-<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.return_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_confmaps</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.return_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the confidence maps will be returned together with
 the predicted peaks. This will result in slower inference times since the
 data must be copied off of the GPU, but is useful for visualizing the raw
@@ -2895,7 +2868,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.return_class_vectors">
-<span class="sig-name descname"><span class="pre">return_class_vectors</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.return_class_vectors" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">return_class_vectors</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.return_class_vectors" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, the classification probabilities will be
 returned together with the predicted peaks. This will not line up with the
 grouped instances, for which the associtated class probabilities will always
@@ -2904,7 +2877,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.confmaps_ind">
-<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.confmaps_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmaps_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.confmaps_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 confidence maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -2913,7 +2886,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.offsets_ind">
-<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.offsets_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">offsets_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.offsets_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to
 offset regression maps. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -2923,7 +2896,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.class_vectors_ind">
-<span class="sig-name descname"><span class="pre">class_vectors_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.class_vectors_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">class_vectors_ind</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.class_vectors_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the output tensor of the model corresponding to the
 classification vectors. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code> (the default), this will be detected
 automatically by searching for the first tensor that contains
@@ -2932,7 +2905,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.optimal_grouping">
-<span class="sig-name descname"><span class="pre">optimal_grouping</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.optimal_grouping" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimal_grouping</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.optimal_grouping" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code> (the default), group peaks from classification
 probabilities. If saving a frozen graph of the model, this will be
 overridden to <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>.</p>
@@ -2940,7 +2913,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassFindPeaks.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3928-L4086"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L3929-L4087"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassFindPeaks.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict confidence maps and infer peak coordinates.</p>
 <p>This layer can be chained with a <a class="reference internal" href="#sleap.nn.inference.CentroidCrop" title="sleap.nn.inference.CentroidCrop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCrop</span></code></a> layer to create a top-down
 inference function from full images.</p>
@@ -3001,7 +2974,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassInferenceModel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4089-L4159"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassInferenceModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4090-L4160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="Permalink to this definition">#</a></dt>
 <dd><p>Top-down instance prediction model.</p>
 <p>This model encapsulates the top-down approach where instances are first detected by
 local peak detection of an anchor point and then cropped. These instance-centered
@@ -3009,7 +2982,7 @@ <h2> Contents </h2>
 remaining body parts for the instance that is centered within the crop.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassInferenceModel.centroid_crop">
-<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.centroid_crop" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_crop</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.centroid_crop" title="Permalink to this definition">#</a></dt>
 <dd><p>A centroid cropping layer. This can be either <a class="reference internal" href="#sleap.nn.inference.CentroidCrop" title="sleap.nn.inference.CentroidCrop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCrop</span></code></a> or
 <a class="reference internal" href="#sleap.nn.inference.CentroidCropGroundTruth" title="sleap.nn.inference.CentroidCropGroundTruth"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CentroidCropGroundTruth</span></code></a>. This layer takes the full image as input and
 outputs a set of centroids and cropped boxes.</p>
@@ -3017,7 +2990,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassInferenceModel.instance_peaks">
-<span class="sig-name descname"><span class="pre">instance_peaks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.instance_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instance_peaks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.instance_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>A instance peak detection and classification layer, an instance
 of <a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassFindPeaks" title="sleap.nn.inference.TopDownMultiClassFindPeaks"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TopDownMultiClassFindPeaks</span></code></a>. This layer takes as input the output of the
 centroid cropper and outputs the detected peaks and classes for the
@@ -3026,7 +2999,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassInferenceModel.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4116-L4144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4117-L4145"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Predict instances for one batch of images.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3058,7 +3031,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassInferenceModel.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4146-L4159"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4147-L4160"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassInferenceModel.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Save the frozen graph of a model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3089,7 +3062,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="sleap.nn.inference.TopDownMultiClassInferenceModel"><span class="pre">TopDownMultiClassInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4162-L4542"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="sleap.nn.inference.TopDownMultiClassInferenceModel"><span class="pre">TopDownMultiClassInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4164-L4553"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Top-down multi-instance predictor with classification.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained top-down multi-instance classification SLEAP model.</p>
@@ -3097,97 +3070,97 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.centroid_config">
-<span class="sig-name descname"><span class="pre">centroid_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.centroid_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.centroid_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained centroid model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be
 used if available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.centroid_model">
-<span class="sig-name descname"><span class="pre">centroid_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.centroid_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.centroid_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained
 centroid model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be used if available
 from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.confmap_config">
-<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.confmap_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.confmap_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained centered instance model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth instances
 will be used if available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.confmap_model">
-<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.confmap_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.confmap_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained
 centered-instance model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth instances will be used if
 available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="sleap.nn.inference.TopDownMultiClassInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TopDownMultiClassInferenceModel</span></code></a> that wraps a trained
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing, centroid detection, cropping,
 peak finding and classification.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="sleap.nn.inference.TopDownMultiClassInferenceModel">sleap.nn.inference.TopDownMultiClassInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassInferenceModel" title="sleap.nn.inference.TopDownMultiClassInferenceModel">sleap.nn.inference.TopDownMultiClassInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.tracker">
-<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.tracker" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracking.Tracker</span></code></a> that will be called to associate
 detections over time. Predicted instances will not be assigned to tracks if
 if this is <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -3199,7 +3172,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a local peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -3210,7 +3183,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.integral_refinement">
-<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.integral_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.integral_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, peaks will be refined with integral regression.
 If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>, peaks will be refined with quarter pixel local
 gradient offset. This has no effect if the model has an offset regression
@@ -3224,7 +3197,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 <dl class="field-list simple">
@@ -3236,19 +3209,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.tracks">
-<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracks</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>If provided, instances will be created using these track instances. If
 not, instances will be assigned tracks from the provider if possible.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[<a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track">sleap.instance.Track</a>] | None</p>
+<dd class="field-odd"><p>Optional[List[<a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track">sleap.instance.Track</a>]]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4515-L4542"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4526-L4553"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Export a trained SLEAP model as a frozen graph. Initializes model,
 creates a dummy tracing batch and passes it through the model. The
 frozen graph is saved along with training meta info.</p>
@@ -3277,7 +3250,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassPredictor" title="sleap.nn.inference.TopDownMultiClassPredictor"><span class="pre">TopDownMultiClassPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4262-L4350"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.TopDownMultiClassPredictor" title="sleap.nn.inference.TopDownMultiClassPredictor"><span class="pre">TopDownMultiClassPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4263-L4351"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create predictor from saved models.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3314,13 +3287,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownMultiClassPredictor.make_pipeline">
-<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4370-L4404"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.make_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4371-L4405"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownMultiClassPredictor.make_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a data loading pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3342,7 +3315,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.inference.TopDownInferenceModel" title="sleap.nn.inference.TopDownInferenceModel"><span class="pre">TopDownInferenceModel</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2280-L2692"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">TopDownPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centroid_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inference_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.inference.TopDownInferenceModel" title="sleap.nn.inference.TopDownInferenceModel"><span class="pre">TopDownInferenceModel</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2281-L2692"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Top-down multi-instance predictor.</p>
 <p>This high-level class handles initialization, preprocessing and tracking using a
 trained top-down multi-instance SLEAP model.</p>
@@ -3350,97 +3323,97 @@ <h2> Contents </h2>
 high-level API (<code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.load_model</span></code>).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.centroid_config">
-<span class="sig-name descname"><span class="pre">centroid_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.centroid_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.centroid_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained centroid model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be
 used if available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.centroid_model">
-<span class="sig-name descname"><span class="pre">centroid_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.centroid_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">centroid_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.centroid_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained
 centroid model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth centroids will be used if available
 from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.confmap_config">
-<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.confmap_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_config</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.confmap_config" title="Permalink to this definition">#</a></dt>
 <dd><p>The <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.config.TrainingJobConfig</span></code> containing the metadata
 for the trained centered instance model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth instances
 will be used if available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.confmap_model">
-<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.confmap_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">confmap_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.confmap_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.model.Model</span></code></a> instance created from the trained
 centered-instance model. If <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, ground truth instances will be used if
 available from the data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model">sleap.nn.model.Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.inference_model">
-<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.inference_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">inference_model</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.inference_model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.inference.TopDownInferenceModel" title="sleap.nn.inference.TopDownInferenceModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.inference.TopDownInferenceModel</span></code></a> that wraps a
 trained <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> to implement preprocessing, centroid detection,
 cropping and peak finding.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#sleap.nn.inference.TopDownInferenceModel" title="sleap.nn.inference.TopDownInferenceModel">sleap.nn.inference.TopDownInferenceModel</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="#sleap.nn.inference.TopDownInferenceModel" title="sleap.nn.inference.TopDownInferenceModel">sleap.nn.inference.TopDownInferenceModel</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.pipeline">
-<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.data.Pipeline</span></code> that loads the data and batches input data.
 This will be updated dynamically if new data sources are used.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline">sleap.nn.data.pipelines.Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.tracker">
-<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.tracker" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">tracker</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap.nn.tracking.Tracker</span></code></a> that will be called to associate
 detections over time. Predicted instances will not be assigned to tracks if
 if this is <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.tracking.html#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker">sleap.nn.tracking.Tracker</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.batch_size">
-<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.batch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">batch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.batch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>The default batch size to use when loading data for inference.
 Higher values increase inference speed at the cost of higher memory usage.</p>
 <dl class="field-list simple">
@@ -3452,7 +3425,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.peak_threshold">
-<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.peak_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_threshold</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.peak_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum confidence map value to consider a local peak as valid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -3463,7 +3436,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.integral_refinement">
-<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.integral_refinement" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_refinement</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.integral_refinement" title="Permalink to this definition">#</a></dt>
 <dd><p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">True</span></code>, peaks will be refined with integral regression.
 If <code class="xref py py-obj docutils literal notranslate"><span class="pre">False</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">&quot;local&quot;</span></code>, peaks will be refined with quarter pixel local
 gradient offset. This has no effect if the model has an offset regression
@@ -3477,7 +3450,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.integral_patch_size">
-<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.integral_patch_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">integral_patch_size</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.integral_patch_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Size of patches to crop around each rough peak for integral
 refinement as an integer scalar.</p>
 <dl class="field-list simple">
@@ -3489,21 +3462,21 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.max_instances">
-<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.max_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_instances</span></span><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.max_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>If not <code class="xref py py-obj docutils literal notranslate"><span class="pre">None</span></code>, discard instances beyond this count when
 predicting, regardless of whether filtering is done at the tracking stage.
 This is useful for preventing extraneous instances from being created when
 tracking is not being applied.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | None</p>
+<dd class="field-odd"><p>Optional[int]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.export_model">
-<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2665-L2692"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2665-L2692"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Export a trained SLEAP model as a frozen graph. Initializes model,
 creates a dummy tracing batch and passes it through the model. The
 frozen graph is saved along with training meta info.</p>
@@ -3532,7 +3505,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.from_trained_models">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.TopDownPredictor" title="sleap.nn.inference.TopDownPredictor"><span class="pre">TopDownPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2392-L2488"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.from_trained_models" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_trained_models</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centroid_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">confmap_model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.TopDownPredictor" title="sleap.nn.inference.TopDownPredictor"><span class="pre">TopDownPredictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2392-L2488"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.from_trained_models" title="Permalink to this definition">#</a></dt>
 <dd><p>Create predictor from saved models.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3573,13 +3546,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.is_grayscale">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.is_grayscale" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_grayscale</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.is_grayscale" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether the model expects grayscale inputs.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.TopDownPredictor.make_pipeline">
-<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2500-L2546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.make_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Provider</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="sleap.nn.data.pipelines.html#sleap.nn.data.pipelines.Pipeline" title="sleap.nn.data.pipelines.Pipeline"><span class="pre">Pipeline</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L2500-L2546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.TopDownPredictor.make_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a data loading pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3601,11 +3574,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.inference.VisualPredictor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">VisualPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L593-L720"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">VisualPredictor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">report_rate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L594-L720"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor" title="Permalink to this definition">#</a></dt>
 <dd><p>Predictor class for generating the visual output of model.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.VisualPredictor.make_pipeline">
-<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L650-L668"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.make_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_pipeline</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L650-L668"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.make_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a data loading pipeline.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3625,7 +3598,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.VisualPredictor.predict">
-<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L716-L720"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.predict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_provider</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Provider</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L716-L720"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.predict" title="Permalink to this definition">#</a></dt>
 <dd><p>Run inference on a data source.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3647,7 +3620,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.inference.VisualPredictor.safely_generate">
-<span class="sig-name descname"><span class="pre">safely_generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L670-L704"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.safely_generate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">safely_generate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">DatasetV2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L670-L704"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.VisualPredictor.safely_generate" title="Permalink to this definition">#</a></dt>
 <dd><p>Yields examples from dataset, catching and logging exceptions.</p>
 </dd></dl>
 
@@ -3655,13 +3628,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.export_cli">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">export_cli</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4987-L5002"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.export_cli" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">export_cli</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4998-L5013"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.export_cli" title="Permalink to this definition">#</a></dt>
 <dd><p>CLI for sleap-export.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.export_model">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'exported_model'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4944-L4984"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.export_model" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">export_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'exported_model'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">signatures</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'serving_default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_traces</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tensors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unrag_outputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4955-L4995"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.export_model" title="Permalink to this definition">#</a></dt>
 <dd><p>High level export of a trained SLEAP model as a frozen graph.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3689,7 +3662,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.find_head">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">find_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1191-L1213"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.find_head" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">find_head</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1191-L1213"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.find_head" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the index of a head in a model’s outputs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3716,7 +3689,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.get_keras_model_path">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">get_keras_model_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L132-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.get_keras_model_path" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">get_keras_model_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L132-L144"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.get_keras_model_path" title="Permalink to this definition">#</a></dt>
 <dd><p>Utility method for finding the path to a saved Keras model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3730,7 +3703,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.get_model_output_stride">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">get_model_output_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1161-L1188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.get_model_output_stride" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">get_model_output_stride</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L1161-L1188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.get_model_output_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the stride (1/scale) of the model outputs relative to the input.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3756,7 +3729,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.load_model">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">load_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'integral'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker_max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">disable_gpu_preallocation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_reporting</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.Predictor" title="sleap.nn.inference.Predictor"><span class="pre">Predictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4802-L4941"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.load_model" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">load_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'integral'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker_max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">disable_gpu_preallocation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">progress_reporting</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'rich'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize_input_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.inference.Predictor" title="sleap.nn.inference.Predictor"><span class="pre">Predictor</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4813-L4952"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.load_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a trained SLEAP model.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3815,7 +3788,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.main">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L5492-L5708"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.main" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L5503-L5719"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.main" title="Permalink to this definition">#</a></dt>
 <dd><p>Entrypoint for <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap-track</span></code> CLI for running inference.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3826,7 +3799,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.inference.make_model_movenet">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">make_model_movenet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Model</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4545-L4579"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.make_model_movenet" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.inference.</span></span><span class="sig-name descname"><span class="pre">make_model_movenet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Model</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/inference.py#L4556-L4590"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.inference.make_model_movenet" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a MoveNet model by name.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -3846,12 +3819,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
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@@ -3860,7 +3837,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -4181,7 +4157,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -4208,8 +4183,8 @@ <h2> Contents </h2>
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   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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diff --git a/develop/api/sleap.nn.losses.html b/develop/api/sleap.nn.losses.html
index 7af5a834c..8b55b6a80 100644
--- a/develop/api/sleap.nn.losses.html
+++ b/develop/api/sleap.nn.losses.html
@@ -1,12 +1,13 @@
 
+
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     <title>sleap.nn.losses &#8212; SLEAP (v1.4.1a2)</title>
   
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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@@ -201,10 +176,10 @@
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
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@@ -233,14 +208,14 @@
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@@ -298,28 +273,26 @@
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@@ -366,14 +339,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.losses">
-<span id="sleap-nn-losses"></span><h1>sleap.nn.losses<a class="headerlink" href="#module-sleap.nn.losses" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-losses"></span><h1>sleap.nn.losses<a class="headerlink" href="#module-sleap.nn.losses" title="Permalink to this heading">#</a></h1>
 <p>Custom loss functions and metrics.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">OHKMLoss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'ohkm'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L54-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">OHKMLoss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'ohkm'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L54-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss" title="Permalink to this definition">#</a></dt>
 <dd><p>Online hard keypoint mining loss.</p>
 <p>This loss serves to dynamically reweight the MSE of the top-K worst channels in each
 batch. This is useful when fine tuning a model to improve performance on a hard
@@ -381,7 +354,7 @@ <h2> Contents </h2>
 <p>Note: This works with any type of channel, so it can work for PAFs as well.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.hard_to_easy_ratio">
-<span class="sig-name descname"><span class="pre">hard_to_easy_ratio</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.hard_to_easy_ratio" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">hard_to_easy_ratio</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.hard_to_easy_ratio" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum ratio of the individual keypoint loss with
 respect to the lowest keypoint loss in order to be considered as “hard”.
 This helps to switch focus on across groups of keypoints during training.</p>
@@ -389,14 +362,14 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.min_hard_keypoints">
-<span class="sig-name descname"><span class="pre">min_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.min_hard_keypoints" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.min_hard_keypoints" title="Permalink to this definition">#</a></dt>
 <dd><p>The minimum number of keypoints that will be considered as
 “hard”, even if they are not below the <a class="reference internal" href="#sleap.nn.losses.OHKMLoss.hard_to_easy_ratio" title="sleap.nn.losses.OHKMLoss.hard_to_easy_ratio"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hard_to_easy_ratio</span></code></a>.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.max_hard_keypoints">
-<span class="sig-name descname"><span class="pre">max_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.max_hard_keypoints" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_hard_keypoints</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.max_hard_keypoints" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum number of hard keypoints to apply scaling to.
 This can help when there are few very easy keypoints which may skew the
 ratio and result in loss scaling being applied to most keypoints, which can
@@ -405,13 +378,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.loss_scale">
-<span class="sig-name descname"><span class="pre">loss_scale</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.loss_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">loss_scale</span></span><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.loss_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the hard keypoint losses by.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.call">
-<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L102-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.call" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L102-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.call" title="Permalink to this definition">#</a></dt>
 <dd><p>Invokes the <code class="xref py py-obj docutils literal notranslate"><span class="pre">Loss</span></code> instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -430,7 +403,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.losses.OHKMLoss.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.HardKeypointMiningConfig" title="sleap.nn.config.optimization.HardKeypointMiningConfig"><span class="pre">HardKeypointMiningConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.losses.OHKMLoss" title="sleap.nn.losses.OHKMLoss"><span class="pre">OHKMLoss</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L91-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.HardKeypointMiningConfig" title="sleap.nn.config.optimization.HardKeypointMiningConfig"><span class="pre">HardKeypointMiningConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.losses.OHKMLoss" title="sleap.nn.losses.OHKMLoss"><span class="pre">OHKMLoss</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L91-L100"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.OHKMLoss.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiates a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Loss</span></code> from its config (output of <code class="xref py py-obj docutils literal notranslate"><span class="pre">get_config()</span></code>).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -446,37 +419,32 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.losses.PartLoss">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">PartLoss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L113-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">PartLoss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L113-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute channelwise loss.</p>
 <p>Useful for monitoring the MSE for specific body parts (channels).</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.PartLoss.channel_ind">
-<span class="sig-name descname"><span class="pre">channel_ind</span></span><a class="headerlink" href="#sleap.nn.losses.PartLoss.channel_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">channel_ind</span></span><a class="headerlink" href="#sleap.nn.losses.PartLoss.channel_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of channel to compute MSE for.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.losses.PartLoss.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.nn.losses.PartLoss.name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.nn.losses.PartLoss.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Name of the loss tensor.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.losses.PartLoss.result">
-<span class="sig-name descname"><span class="pre">result</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L154-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss.result" title="Link to this definition">#</a></dt>
-<dd><p>Computes and returns the scalar metric value tensor or a dict of scalars.</p>
+<span class="sig-name descname"><span class="pre">result</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L154-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss.result" title="Permalink to this definition">#</a></dt>
+<dd><p>Computes and returns the metric value tensor.</p>
 <p>Result computation is an idempotent operation that simply calculates the
 metric value using the state variables.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A scalar tensor, or a dictionary of scalar tensors.</p>
-</dd>
-</dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.losses.PartLoss.update_state">
-<span class="sig-name descname"><span class="pre">update_state</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L139-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss.update_state" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">update_state</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L139-L152"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.PartLoss.update_state" title="Permalink to this definition">#</a></dt>
 <dd><p>Accumulates statistics for the metric.</p>
 <p>Note: This function is executed as a graph function in graph mode.
 This means:</p>
@@ -494,7 +462,7 @@ <h2> Contents </h2>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>*args</strong></p></li>
+<li><p><strong>*args</strong> – </p></li>
 <li><p><strong>**kwargs</strong> – A mini-batch of inputs to the Metric.</p></li>
 </ul>
 </dd>
@@ -505,7 +473,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.losses.compute_ohkm_loss">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">compute_ohkm_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L7-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.compute_ohkm_loss" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.losses.</span></span><span class="sig-name descname"><span class="pre">compute_ohkm_loss</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">y_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hard_to_easy_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_hard_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">loss_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/losses.py#L7-L51"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.losses.compute_ohkm_loss" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the online hard keypoint mining loss.</p>
 </dd></dl>
 
@@ -517,12 +485,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
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@@ -531,7 +503,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -576,7 +547,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -603,8 +573,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.model.html b/develop/api/sleap.nn.model.html
index ce2974b1f..a05b11ef9 100644
--- a/develop/api/sleap.nn.model.html
+++ b/develop/api/sleap.nn.model.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.model &#8212; SLEAP (v1.4.1a2)</title>
   
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@@ -137,35 +123,23 @@
   
   
   
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
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+</li>
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
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+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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+              <div class="bd-header-article">
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
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@@ -358,21 +331,21 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.model">
-<span id="sleap-nn-model"></span><h1>sleap.nn.model<a class="headerlink" href="#module-sleap.nn.model" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-model"></span><h1>sleap.nn.model<a class="headerlink" href="#module-sleap.nn.model" title="Permalink to this heading">#</a></h1>
 <p>This module defines the main SLEAP model class for defining a trainable model.</p>
 <p>This is a higher level wrapper around <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> that holds all the configuration
 parameters required to construct the actual model. This allows for easy querying of the
 model configuration without actually instantiating the model itself.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.model.Model">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.model.</span></span><span class="sig-name descname"><span class="pre">Model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Architecture</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L89-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.model.</span></span><span class="sig-name descname"><span class="pre">Model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backbone</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Architecture</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Model</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L90-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model" title="Permalink to this definition">#</a></dt>
 <dd><p>SLEAP model that describes an architecture and output types.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.backbone">
-<span class="sig-name descname"><span class="pre">backbone</span></span><a class="headerlink" href="#sleap.nn.model.Model.backbone" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">backbone</span></span><a class="headerlink" href="#sleap.nn.model.Model.backbone" title="Permalink to this definition">#</a></dt>
 <dd><p>An <code class="xref py py-obj docutils literal notranslate"><span class="pre">Architecture</span></code> class that provides methods for building a
 tf.keras.Model given an input.</p>
 <dl class="field-list simple">
@@ -384,7 +357,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.heads">
-<span class="sig-name descname"><span class="pre">heads</span></span><a class="headerlink" href="#sleap.nn.model.Model.heads" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">heads</span></span><a class="headerlink" href="#sleap.nn.model.Model.heads" title="Permalink to this definition">#</a></dt>
 <dd><p>List of <a href="#id1"><span class="problematic" id="id2">`</span></a>Head`s that define the outputs of the network.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -395,18 +368,18 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.keras_model">
-<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.model.Model.keras_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">keras_model</span></span><a class="headerlink" href="#sleap.nn.model.Model.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>The current <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.keras.Model</span></code> instance if one has been created.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>keras.engine.training.Model | None</p>
+<dd class="field-odd"><p>Optional[keras.engine.training.Model]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ModelConfig" title="sleap.nn.config.model.ModelConfig"><span class="pre">ModelConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L104-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.ModelConfig" title="sleap.nn.config.model.ModelConfig"><span class="pre">ModelConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.skeleton.html#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L104-L305"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a SLEAP model from configurations.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -425,7 +398,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.make_model">
-<span class="sig-name descname"><span class="pre">make_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Model</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L312-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model.make_model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">make_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Model</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/model.py#L312-L364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.model.Model.make_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a trainable model by connecting the backbone with the heads.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -440,7 +413,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.model.Model.maximum_stride">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.model.Model.maximum_stride" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">maximum_stride</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#sleap.nn.model.Model.maximum_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the maximum stride of the model backbone.</p>
 </dd></dl>
 
@@ -454,12 +427,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
                 </footer>
               
             </div>
@@ -468,7 +445,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
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     <i class="fa-solid fa-list"></i> Contents
@@ -505,7 +481,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -532,8 +507,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.paf_grouping.html b/develop/api/sleap.nn.paf_grouping.html
index 8d13d58aa..65bc34c91 100644
--- a/develop/api/sleap.nn.paf_grouping.html
+++ b/develop/api/sleap.nn.paf_grouping.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.paf_grouping &#8212; SLEAP (v1.4.1a2)</title>
   
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+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
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     <link rel="canonical" href="/develop/api/sleap.nn.paf_grouping.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -399,10 +372,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.paf_grouping">
-<span id="sleap-nn-paf-grouping"></span><h1>sleap.nn.paf_grouping<a class="headerlink" href="#module-sleap.nn.paf_grouping" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-paf-grouping"></span><h1>sleap.nn.paf_grouping<a class="headerlink" href="#module-sleap.nn.paf_grouping" title="Permalink to this heading">#</a></h1>
 <p>This module provides a set of utilities for grouping peaks based on PAFs.</p>
 <p>Part affinity fields (PAFs) are a representation used to resolve the peak grouping
 problem for multi-instance pose estimation [1].</p>
@@ -419,7 +392,7 @@ <h2> Contents </h2>
 <p>A high-level API for grouping based on PAFs is provided through the <a class="reference internal" href="#sleap.nn.paf_grouping.PAFScorer" title="sleap.nn.paf_grouping.PAFScorer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PAFScorer</span></code></a> class.</p>
 <p class="rubric">References</p>
 <aside class="footnote-list brackets">
-<aside class="footnote brackets" id="id1" role="doc-footnote">
+<aside class="footnote brackets" id="id1" role="note">
 <span class="label"><span class="fn-bracket">[</span>1<span class="fn-bracket">]</span></span>
 <p>Zhe Cao, Tomas Simon, Shih-En Wei, Yaser Sheikh. Realtime Multi-Person 2D
 Pose Estimation using Part Affinity Fields. In _CVPR_, 2017.</p>
@@ -427,12 +400,12 @@ <h2> Contents </h2>
 </aside>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeConnection">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">EdgeConnection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">src_peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dst_peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L65-L79"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">EdgeConnection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">src_peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dst_peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L66-L79"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection" title="Permalink to this definition">#</a></dt>
 <dd><p>Indices to specify a matched connection between two peaks.</p>
 <p>This is a convenience named tuple for use in the matching pipeline.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeConnection.src_peak_ind">
-<span class="sig-name descname"><span class="pre">src_peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.src_peak_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">src_peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.src_peak_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the source peak within all peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -443,7 +416,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeConnection.dst_peak_ind">
-<span class="sig-name descname"><span class="pre">dst_peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.dst_peak_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">dst_peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.dst_peak_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the destination peak within all peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -454,7 +427,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeConnection.score">
-<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.score" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">score</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeConnection.score" title="Permalink to this definition">#</a></dt>
 <dd><p>Score of the match.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -467,12 +440,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">EdgeType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">src_node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dst_node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L50-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">EdgeType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">src_node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dst_node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L51-L62"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType" title="Permalink to this definition">#</a></dt>
 <dd><p>Indices to uniquely identify a single edge type.</p>
 <p>This is a convenience named tuple for use in the matching pipeline.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeType.src_node_ind">
-<span class="sig-name descname"><span class="pre">src_node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType.src_node_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">src_node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType.src_node_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the source node type within the skeleton edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -483,7 +456,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.EdgeType.dst_node_ind">
-<span class="sig-name descname"><span class="pre">dst_node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType.dst_node_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">dst_node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.EdgeType.dst_node_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the destination node type within the skeleton edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -496,13 +469,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">PAFScorer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1318-L1705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">PAFScorer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1319-L1705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer" title="Permalink to this definition">#</a></dt>
 <dd><p>Scoring pipeline based on part affinity fields.</p>
 <p>This class facilitates grouping of predicted peaks based on PAFs. It holds a set of
 common parameters that are used across different steps of the pipeline.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.part_names">
-<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.part_names" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">part_names</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.part_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of string node names in the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -513,7 +486,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edges" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edges" title="Permalink to this definition">#</a></dt>
 <dd><p>List of (src_node, dst_node) names in the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -524,7 +497,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.pafs_stride">
-<span class="sig-name descname"><span class="pre">pafs_stride</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.pafs_stride" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pafs_stride</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.pafs_stride" title="Permalink to this definition">#</a></dt>
 <dd><p>Output stride of the part affinity fields. This will be used to
 adjust the peak coordinates from full image to PAF subscripts.</p>
 <dl class="field-list simple">
@@ -536,7 +509,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.max_edge_length_ratio">
-<span class="sig-name descname"><span class="pre">max_edge_length_ratio</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.max_edge_length_ratio" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_edge_length_ratio</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.max_edge_length_ratio" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum expected length of a connected pair of points
 as a fraction of the image size. Candidate connections longer than this
 length will be penalized during matching.</p>
@@ -549,7 +522,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.dist_penalty_weight">
-<span class="sig-name descname"><span class="pre">dist_penalty_weight</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.dist_penalty_weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">dist_penalty_weight</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.dist_penalty_weight" title="Permalink to this definition">#</a></dt>
 <dd><p>A coefficient to scale weight of the distance penalty as
 a scalar float. Set to values greater than 1.0 to enforce the distance
 penalty more strictly.</p>
@@ -562,7 +535,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.n_points">
-<span class="sig-name descname"><span class="pre">n_points</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_points" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">n_points</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of points to sample along the line integral.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -573,20 +546,20 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.min_instance_peaks">
-<span class="sig-name descname"><span class="pre">min_instance_peaks</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.min_instance_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_instance_peaks</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.min_instance_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum number of peaks the instance should have to be
 considered a real instance. Instances with fewer peaks than this will be
 discarded (useful for filtering spurious detections).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>int | float</p>
+<dd class="field-odd"><p>Union[int, float]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.min_line_scores">
-<span class="sig-name descname"><span class="pre">min_line_scores</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.min_line_scores" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_line_scores</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.min_line_scores" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum line score (between -1 and 1) required to form a match
 between candidate point pairs. Useful for rejecting spurious detections when
 there are no better ones.</p>
@@ -599,7 +572,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.edge_inds">
-<span class="sig-name descname"><span class="pre">edge_inds</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edge_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edge_inds</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edge_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>The edges of the skeleton defined as a list of (source, destination)
 tuples of node indices. This is created automatically on initialization.</p>
 <dl class="field-list simple">
@@ -611,7 +584,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.edge_types">
-<span class="sig-name descname"><span class="pre">edge_types</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edge_types" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edge_types</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.edge_types" title="Permalink to this definition">#</a></dt>
 <dd><p>A list of <a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdgeType</span></code></a> instances representing the edges of the
 skeleton. This is created automatically on initialization.</p>
 <dl class="field-list simple">
@@ -623,7 +596,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.n_nodes">
-<span class="sig-name descname"><span class="pre">n_nodes</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_nodes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">n_nodes</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>The number of nodes in the skeleton as a scalar <code class="xref py py-obj docutils literal notranslate"><span class="pre">int</span></code>. This is created
 automatically on initialization.</p>
 <dl class="field-list simple">
@@ -635,7 +608,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.n_edges">
-<span class="sig-name descname"><span class="pre">n_edges</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_edges" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">n_edges</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.n_edges" title="Permalink to this definition">#</a></dt>
 <dd><p>The number of edges in the skeleton as a scalar <code class="xref py py-obj docutils literal notranslate"><span class="pre">int</span></code>. This is created
 automatically on initialization.</p>
 <dl class="field-list simple">
@@ -647,7 +620,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.sorted_edge_inds">
-<span class="sig-name descname"><span class="pre">sorted_edge_inds</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.sorted_edge_inds" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">sorted_edge_inds</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.sorted_edge_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>A tuple of indices specifying the topological order that the
 edge types should be accessed in during instance assembly
 (<a class="reference internal" href="#sleap.nn.paf_grouping.assign_connections_to_instances" title="sleap.nn.paf_grouping.assign_connections_to_instances"><code class="xref py py-obj docutils literal notranslate"><span class="pre">assign_connections_to_instances</span></code></a>).</p>
@@ -680,7 +653,7 @@ <h2> Contents </h2>
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfig" title="sleap.nn.config.model.MultiInstanceConfig"><span class="pre">MultiInstanceConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.paf_grouping.PAFScorer" title="sleap.nn.paf_grouping.PAFScorer"><span class="pre">PAFScorer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1406-L1447"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.model.html#sleap.nn.config.model.MultiInstanceConfig" title="sleap.nn.config.model.MultiInstanceConfig"><span class="pre">MultiInstanceConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.paf_grouping.PAFScorer" title="sleap.nn.paf_grouping.PAFScorer"><span class="pre">PAFScorer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1406-L1447"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Initialize the PAF scorer from a <code class="xref py py-obj docutils literal notranslate"><span class="pre">MultiInstanceConfig</span></code> head config.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -710,7 +683,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.group_instances">
-<span class="sig-name descname"><span class="pre">group_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1552-L1627"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.group_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">group_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1552-L1627"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.group_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Group matched connections into full instances for a batch.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -768,7 +741,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.match_candidates">
-<span class="sig-name descname"><span class="pre">match_candidates</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1498-L1550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.match_candidates" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">match_candidates</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1498-L1550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.match_candidates" title="Permalink to this definition">#</a></dt>
 <dd><p>Match candidate connections for a batch based on PAF scores.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -817,7 +790,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.predict">
-<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1629-L1705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.predict" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">predict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1629-L1705"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.predict" title="Permalink to this definition">#</a></dt>
 <dd><p>Group a batch of predicted peaks into full instance predictions using PAFs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -864,7 +837,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PAFScorer.score_paf_lines">
-<span class="sig-name descname"><span class="pre">score_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1449-L1496"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.score_paf_lines" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">score_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1449-L1496"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PAFScorer.score_paf_lines" title="Permalink to this definition">#</a></dt>
 <dd><p>Create and score PAF lines formed between connection candidates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -906,12 +879,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PeakID">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">PeakID</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L35-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">PeakID</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L36-L47"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID" title="Permalink to this definition">#</a></dt>
 <dd><p>Indices to uniquely identify a single peak.</p>
 <p>This is a convenience named tuple for use in the matching pipeline.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PeakID.node_ind">
-<span class="sig-name descname"><span class="pre">node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID.node_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">node_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID.node_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the node type (channel) of the peak.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -922,7 +895,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.PeakID.peak_ind">
-<span class="sig-name descname"><span class="pre">peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID.peak_ind" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">peak_ind</span></span><a class="headerlink" href="#sleap.nn.paf_grouping.PeakID.peak_ind" title="Permalink to this definition">#</a></dt>
 <dd><p>Index of the peak within its node type.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -935,7 +908,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.assign_connections_to_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">assign_connections_to_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeConnection" title="sleap.nn.paf_grouping.EdgeConnection"><span class="pre">EdgeConnection</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.PeakID" title="sleap.nn.paf_grouping.PeakID"><span class="pre">PeakID</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L799-L914"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.assign_connections_to_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">assign_connections_to_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeConnection" title="sleap.nn.paf_grouping.EdgeConnection"><span class="pre">EdgeConnection</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.PeakID" title="sleap.nn.paf_grouping.PeakID"><span class="pre">PeakID</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L799-L914"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.assign_connections_to_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Assigns connected edges to instances via greedy graph partitioning.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -975,7 +948,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.compute_distance_penalty">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">compute_distance_penalty</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spatial_vec_lengths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L278-L322"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.compute_distance_penalty" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">compute_distance_penalty</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">spatial_vec_lengths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L278-L322"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.compute_distance_penalty" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the distance penalty component of the PAF line integral score.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1021,7 +994,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.get_connection_candidates">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">get_connection_candidates</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L82-L142"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.get_connection_candidates" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">get_connection_candidates</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L82-L142"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.get_connection_candidates" title="Permalink to this definition">#</a></dt>
 <dd><p>Find the indices of all the possible connections formed by the detected peaks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1049,7 +1022,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.get_paf_lines">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">get_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L225-L275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.get_paf_lines" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">get_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L225-L275"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.get_paf_lines" title="Permalink to this definition">#</a></dt>
 <dd><p>Gets the PAF values at the lines formed between all detected peaks in a sample.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1095,7 +1068,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.group_instances_batch">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">group_instances_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sorted_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1115-L1290"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.group_instances_batch" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">group_instances_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_vals</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sorted_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1115-L1290"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.group_instances_batch" title="Permalink to this definition">#</a></dt>
 <dd><p>Group matched connections into full instances for a batch.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1159,7 +1132,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.group_instances_sample">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">group_instances_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sorted_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L984-L1112"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.group_instances_sample" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">group_instances_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_edge_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_src_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_dst_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_line_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sorted_edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_instance_peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L984-L1112"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.group_instances_sample" title="Permalink to this definition">#</a></dt>
 <dd><p>Group matched connections into full instances for a single sample.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1225,7 +1198,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.make_line_subs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">make_line_subs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L145-L222"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.make_line_subs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">make_line_subs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L145-L222"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.make_line_subs" title="Permalink to this definition">#</a></dt>
 <dd><p>Create the lines between candidate connections for evaluating the PAFs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1269,7 +1242,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.make_predicted_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">make_predicted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeConnection" title="sleap.nn.paf_grouping.EdgeConnection"><span class="pre">EdgeConnection</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_assignments</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.PeakID" title="sleap.nn.paf_grouping.PeakID"><span class="pre">PeakID</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">array</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">array</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">array</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L917-L981"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.make_predicted_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">make_predicted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connections</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeConnection" title="sleap.nn.paf_grouping.EdgeConnection"><span class="pre">EdgeConnection</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_assignments</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.PeakID" title="sleap.nn.paf_grouping.PeakID"><span class="pre">PeakID</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">array</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">array</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">array</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L917-L981"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.make_predicted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Group peaks by assignments and accumulate scores.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1292,7 +1265,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.match_candidates_batch">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">match_candidates_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L673-L796"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.match_candidates_batch" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">match_candidates_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L673-L796"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.match_candidates_batch" title="Permalink to this definition">#</a></dt>
 <dd><p>Match candidate connections for a batch based on PAF scores.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1342,7 +1315,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.match_candidates_sample">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">match_candidates_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L553-L670"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.match_candidates_sample" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">match_candidates_sample</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">line_scores_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L553-L670"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.match_candidates_sample" title="Permalink to this definition">#</a></dt>
 <dd><p>Match candidate connections for a sample based on PAF scores.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1390,7 +1363,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.score_paf_lines">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">score_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">paf_lines_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L325-L403"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.score_paf_lines" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">score_paf_lines</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">paf_lines_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_peak_inds_sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L325-L403"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.score_paf_lines" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute the connectivity score for each PAF line in a sample.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1435,7 +1408,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.score_paf_lines_batch">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">score_paf_lines_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L406-L550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.score_paf_lines_batch" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">score_paf_lines_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peaks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">peak_channel_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">RaggedTensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton_edges</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_line_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pafs_stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_edge_length_ratio</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dist_penalty_weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_nodes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">RaggedTensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L406-L550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.score_paf_lines_batch" title="Permalink to this definition">#</a></dt>
 <dd><p>Create and score PAF lines formed between connection candidates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1494,7 +1467,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.paf_grouping.toposort_edges">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">toposort_edges</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1293-L1315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.toposort_edges" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.paf_grouping.</span></span><span class="sig-name descname"><span class="pre">toposort_edges</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">edge_types</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.paf_grouping.EdgeType" title="sleap.nn.paf_grouping.EdgeType"><span class="pre">EdgeType</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/paf_grouping.py#L1293-L1315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.paf_grouping.toposort_edges" title="Permalink to this definition">#</a></dt>
 <dd><p>Find a topological ordering for a list of edge types.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1519,12 +1492,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -1533,7 +1510,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
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@@ -1611,7 +1587,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -1638,8 +1613,8 @@ <h2> Contents </h2>
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diff --git a/develop/api/sleap.nn.peak_finding.html b/develop/api/sleap.nn.peak_finding.html
index f0b2db380..f1af32fc9 100644
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@@ -1,12 +1,13 @@
 
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@@ -362,10 +335,10 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.peak_finding">
-<span id="sleap-nn-peak-finding"></span><h1>sleap.nn.peak_finding<a class="headerlink" href="#module-sleap.nn.peak_finding" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-peak-finding"></span><h1>sleap.nn.peak_finding<a class="headerlink" href="#module-sleap.nn.peak_finding" title="Permalink to this heading">#</a></h1>
 <p>This module contains TensorFlow-based peak finding methods.</p>
 <p>In general, the inputs to the functions provided here operate on confidence maps
 (sometimes referred to as heatmaps), which are image-based representations of the
@@ -376,7 +349,7 @@ <h2> Contents </h2>
 <p>Peak finding entails finding either the global or local maxima of these confidence maps.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.crop_bboxes">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">crop_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L135-L190"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.crop_bboxes" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">crop_bboxes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">images</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bboxes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L135-L190"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.crop_bboxes" title="Permalink to this definition">#</a></dt>
 <dd><p>Crop bounding boxes from a batch of images.</p>
 <p>This method serves as a convenience method for specifying the arguments of
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.image.crop_and_resize</span></code>.</p>
@@ -411,7 +384,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_global_peaks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Find global peaks with optional refinement.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -439,7 +412,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_global_peaks_integral">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_integral</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L423-L448"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_integral" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_integral</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L423-L448"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_integral" title="Permalink to this definition">#</a></dt>
 <dd><p>Find local peaks with integral refinement.</p>
 <p>Integral regression refinement will be computed by taking the weighted average of
 the local neighborhood around each rough peak.</p>
@@ -465,7 +438,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_global_peaks_rough">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_rough</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L193-L246"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_rough" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_rough</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.1</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L193-L246"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_rough" title="Permalink to this definition">#</a></dt>
 <dd><p>Find the global maximum for each sample and channel.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -488,7 +461,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_global_peaks_with_offsets">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_global_peaks_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_global_peaks_with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Find global peaks and refine with learned offset maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -512,7 +485,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_local_peaks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refinement</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">integral_patch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Find local peaks with optional refinement.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -544,13 +517,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_local_peaks_integral">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_integral</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L535-L563"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_integral" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_integral</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crop_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L535-L563"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_integral" title="Permalink to this definition">#</a></dt>
 <dd><p>Find local peaks with integral refinement.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>cms</strong> – Confidence maps. Tensor of shape (samples, height, width, channels).</p></li>
-<li><p><strong>crop_size</strong></p></li>
+<li><p><strong>crop_size</strong> – </p></li>
 <li><p><strong>threshold</strong> – Minimum confidence threshold. Peaks with values below this will
 ignored.</p></li>
 </ul>
@@ -572,7 +545,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_local_peaks_rough">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_rough</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L249-L308"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_rough" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_rough</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L249-L308"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_rough" title="Permalink to this definition">#</a></dt>
 <dd><p>Find local maxima via non-maximum suppresion.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -599,7 +572,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_local_peaks_with_offsets">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_with_offsets" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_local_peaks_with_offsets</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offsets</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.2</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#sleap.nn.peak_finding.find_local_peaks_with_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Find local peaks and refine with learned offset maps.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -627,7 +600,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.find_offsets_local_direction">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_offsets_local_direction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centered_patches</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L78-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_offsets_local_direction" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">find_offsets_local_direction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">centered_patches</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.25</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L78-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.find_offsets_local_direction" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes subpixel offsets from the direction of the pixels around the peak.</p>
 <p>This function finds the delta-offset from the center pixel of peak-centered patches
 by finding the direction of the gradient around each center.</p>
@@ -676,7 +649,7 @@ <h2> Contents </h2>
 </div>
 <p class="rubric">References</p>
 <aside class="footnote-list brackets">
-<aside class="footnote brackets" id="id1" role="doc-footnote">
+<aside class="footnote brackets" id="id1" role="note">
 <span class="label"><span class="fn-bracket">[</span>1<span class="fn-bracket">]</span></span>
 <p>Alejandro Newell, Kaiyu Yang, and Jia Deng. Stacked Hourglass Networks
 for Human Pose Estimation. In _European conference on computer <a href="#id2"><span class="problematic" id="id3">vision_</span></a>, 2016.</p>
@@ -686,7 +659,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.integral_regression">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">integral_regression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L311-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.integral_regression" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">integral_regression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cms</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L311-L334"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.integral_regression" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute regression by integrating over the confidence maps on a grid.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -707,7 +680,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.make_gaussian_kernel">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">make_gaussian_kernel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L20-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.make_gaussian_kernel" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">make_gaussian_kernel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L20-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.make_gaussian_kernel" title="Permalink to this definition">#</a></dt>
 <dd><p>Generates a square unnormalized 2D symmetric Gaussian kernel.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -731,7 +704,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.peak_finding.smooth_imgs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">smooth_imgs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">imgs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L49-L75"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.smooth_imgs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.peak_finding.</span></span><span class="sig-name descname"><span class="pre">smooth_imgs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">imgs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/peak_finding.py#L49-L75"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.peak_finding.smooth_imgs" title="Permalink to this definition">#</a></dt>
 <dd><p>Smooths the input image by convolving it with a Gaussian kernel.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -757,12 +730,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
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@@ -771,7 +748,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -812,7 +788,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
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index f40b29a50..1d6902f28 100644
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+++ b/develop/api/sleap.nn.system.html
@@ -1,12 +1,13 @@
 
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@@ -59,23 +62,19 @@
 
   
   
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@@ -97,23 +96,13 @@
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
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@@ -233,14 +208,14 @@
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             <div class="bd-article-container">
               
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +273,26 @@
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@@ -364,16 +337,16 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.system">
-<span id="sleap-nn-system"></span><h1>sleap.nn.system<a class="headerlink" href="#module-sleap.nn.system" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-system"></span><h1>sleap.nn.system<a class="headerlink" href="#module-sleap.nn.system" title="Permalink to this heading">#</a></h1>
 <p>Utilities for working with the physical system (e.g., GPUs).</p>
 <p>This module mostly provides convenience functions for changing the state of the runtime
 environment by wrapping <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.config</span></code> module functions.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.best_logical_device_name">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">best_logical_device_name</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L191-L208"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.best_logical_device_name" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">best_logical_device_name</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L191-L208"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.best_logical_device_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the name of the best logical device for performance.</p>
 <p>This is particularly useful to use with <code class="xref py py-obj docutils literal notranslate"><span class="pre">tf.device()</span></code> for explicit tensor placement.</p>
 <dl class="field-list simple">
@@ -389,7 +362,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.disable_preallocation">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">disable_preallocation</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L135-L147"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.disable_preallocation" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">disable_preallocation</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L135-L147"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.disable_preallocation" title="Permalink to this definition">#</a></dt>
 <dd><p>Disable preallocation of full GPU memory on all available GPUs.</p>
 <p>This enables memory growth policy so that TensorFlow will not pre-allocate all
 available GPU memory.</p>
@@ -400,7 +373,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.enable_preallocation">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">enable_preallocation</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L150-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.enable_preallocation" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">enable_preallocation</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L150-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.enable_preallocation" title="Permalink to this definition">#</a></dt>
 <dd><p>Enable preallocation of full GPU memory on all available GPUs.</p>
 <p>This disables memory growth policy so that TensorFlow will pre-allocate all
 available GPU memory.</p>
@@ -411,19 +384,19 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.get_all_gpus">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_all_gpus</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">PhysicalDevice</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L14-L16"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_all_gpus" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_all_gpus</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">PhysicalDevice</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L14-L16"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_all_gpus" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of GPUs including unavailable devices.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.get_available_gpus">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_available_gpus</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">PhysicalDevice</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L24-L26"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_available_gpus" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_available_gpus</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">PhysicalDevice</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L24-L26"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_available_gpus" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a list of available GPUs.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.get_current_gpu">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_current_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">PhysicalDevice</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L29-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_current_gpu" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_current_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">PhysicalDevice</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L29-L46"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_current_gpu" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the current (single) GPU device.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -439,7 +412,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.get_gpu_memory">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_gpu_memory</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L211-L249"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_gpu_memory" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">get_gpu_memory</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L211-L249"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.get_gpu_memory" title="Permalink to this definition">#</a></dt>
 <dd><p>Get the available memory on each GPU.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -450,20 +423,20 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.initialize_devices">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">initialize_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L165-L170"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.initialize_devices" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">initialize_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L165-L170"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.initialize_devices" title="Permalink to this definition">#</a></dt>
 <dd><p>Initialize available physical devices as logical devices.</p>
 <p>If preallocation was enabled on the GPUs, this will trigger memory allocation.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.is_gpu_system">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">is_gpu_system</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L19-L21"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.is_gpu_system" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">is_gpu_system</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L19-L21"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.is_gpu_system" title="Permalink to this definition">#</a></dt>
 <dd><p>Return True if the system has discoverable GPUs.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.is_initialized">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">is_initialized</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">gpu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">PhysicalDevice</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L94-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.is_initialized" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">is_initialized</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">gpu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">PhysicalDevice</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L94-L132"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.is_initialized" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if a physical GPU has been initialized without triggering initialization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -486,25 +459,25 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.summary">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">summary</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L173-L188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.summary" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">summary</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L173-L188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.summary" title="Permalink to this definition">#</a></dt>
 <dd><p>Print a summary of the state of the system.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.use_cpu_only">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_cpu_only</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L49-L61"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_cpu_only" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_cpu_only</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L49-L61"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_cpu_only" title="Permalink to this definition">#</a></dt>
 <dd><p>Hide GPUs from TensorFlow to ensure only the CPU is available.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.use_first_gpu">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_first_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L84-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_first_gpu" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_first_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L84-L86"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_first_gpu" title="Permalink to this definition">#</a></dt>
 <dd><p>Make only the first GPU available to TensorFlow.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.use_gpu">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_gpu</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">device_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L64-L81"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_gpu" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_gpu</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">device_ind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L64-L81"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_gpu" title="Permalink to this definition">#</a></dt>
 <dd><p>Make a single GPU available to TensorFlow.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -515,7 +488,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.system.use_last_gpu">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_last_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L89-L91"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_last_gpu" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.system.</span></span><span class="sig-name descname"><span class="pre">use_last_gpu</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/system.py#L89-L91"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.system.use_last_gpu" title="Permalink to this definition">#</a></dt>
 <dd><p>Make only the last GPU available to TensorFlow.</p>
 </dd></dl>
 
@@ -527,12 +500,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
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             </div>
@@ -541,7 +518,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -584,7 +560,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -611,8 +586,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.tracker.components.html b/develop/api/sleap.nn.tracker.components.html
index 18bc5b940..36ee8e98d 100644
--- a/develop/api/sleap.nn.tracker.components.html
+++ b/develop/api/sleap.nn.tracker.components.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.tracker.components &#8212; SLEAP (v1.4.1a2)</title>
   
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   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
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     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
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+    <script src="../_static/sphinx_highlight.js"></script>
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+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.tracker.components';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.tracker.components.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
 </script>
 
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-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
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+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -370,10 +343,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.tracker.components">
-<span id="sleap-nn-tracker-components"></span><h1>sleap.nn.tracker.components<a class="headerlink" href="#module-sleap.nn.tracker.components" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-tracker-components"></span><h1>sleap.nn.tracker.components<a class="headerlink" href="#module-sleap.nn.tracker.components" title="Permalink to this heading">#</a></h1>
 <p>Functions/classes used by multiple trackers.</p>
 <p>Main types of functions:</p>
 <ol class="arabic simple">
@@ -384,7 +357,7 @@ <h2> Contents </h2>
 </ol>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">FrameMatches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">matches</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.tracker.components.Match" title="sleap.nn.tracker.components.Match"><span class="pre">Match</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unmatched_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L478-L640"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">FrameMatches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">matches</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.tracker.components.Match" title="sleap.nn.tracker.components.Match"><span class="pre">Match</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unmatched_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L479-L640"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches" title="Permalink to this definition">#</a></dt>
 <dd><p>Calculates (and stores) matches for a frame.</p>
 <p>This class encapsulates the logic to generate matches (using a custom
 matching function) from a cost matrix. One key feature is that it retains
@@ -396,7 +369,7 @@ <h2> Contents </h2>
 matches.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>the list of <a class="reference internal" href="#sleap.nn.tracker.components.Match" title="sleap.nn.tracker.components.Match"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Match</span></code></a> objects.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -407,7 +380,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches.cost_matrix">
-<span class="sig-name descname"><span class="pre">cost_matrix</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.cost_matrix" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">cost_matrix</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.cost_matrix" title="Permalink to this definition">#</a></dt>
 <dd><p>the cost matrix, shape is
 (number of untracked instances, number of candidate tracks).</p>
 <dl class="field-list simple">
@@ -419,7 +392,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches.unmatched_instances">
-<span class="sig-name descname"><span class="pre">unmatched_instances</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.unmatched_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">unmatched_instances</span></span><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.unmatched_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>the instances for which we are finding matches.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -430,7 +403,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches.from_candidate_instances">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_candidate_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L514-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.from_candidate_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_candidate_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L514-L589"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.from_candidate_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Calculates (and stores) matches for a frame from candidate instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -452,7 +425,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.FrameMatches.has_only_first_choice_matches">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_only_first_choice_matches</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.has_only_first_choice_matches" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_only_first_choice_matches</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.tracker.components.FrameMatches.has_only_first_choice_matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether all the matches were first-choice.</p>
 <p>A match is a ‘first-choice’ for an instance if that instance would have
 matched to the same track even if there were no other instances.</p>
@@ -462,13 +435,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.Match">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">Match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_first_choice</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L468-L475"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.Match" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">Match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_first_choice</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L469-L475"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.Match" title="Permalink to this definition">#</a></dt>
 <dd><p>Stores a match between a specific instance and specific track.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.centroid_distance">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">centroid_distance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L151-L169"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.centroid_distance" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">centroid_distance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L151-L169"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.centroid_distance" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the negative distance between the centroids of two instances.</p>
 <p>Uses <code class="xref py py-obj docutils literal notranslate"><span class="pre">cache</span></code> dictionary (created with function so it persists between calls)
 since without cache this method is significantly slower than others.</p>
@@ -476,7 +449,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.connect_single_track_breaks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">connect_single_track_breaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L417-L465"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.connect_single_track_breaks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">connect_single_track_breaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L417-L465"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.connect_single_track_breaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Merges breaks in tracks by connecting single lost with single new track.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -493,7 +466,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.cull_frame_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">cull_frame_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L366-L414"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.cull_frame_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">cull_frame_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L366-L414"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.cull_frame_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Removes instances (for single frame) over instance per frame threshold.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -513,7 +486,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.cull_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">cull_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L310-L363"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.cull_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">cull_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L310-L363"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.cull_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Removes instances from frames over instance per frame threshold.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -533,7 +506,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.factory_object_keypoint_similarity">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">factory_object_keypoint_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keypoint_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score_weighting</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalization_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L62-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.factory_object_keypoint_similarity" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">factory_object_keypoint_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keypoint_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score_weighting</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalization_keypoints</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'all'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L62-L148"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.factory_object_keypoint_similarity" title="Permalink to this definition">#</a></dt>
 <dd><p>Factory for similarity function based on object keypoints.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -562,44 +535,44 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.first_choice_matching">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">first_choice_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L643-L653"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.first_choice_matching" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">first_choice_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L643-L653"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.first_choice_matching" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns match indices where each row gets matched to best column.</p>
 <p>The means that multiple rows might be matched to the same column.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.greedy_matching">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">greedy_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L196-L217"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.greedy_matching" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">greedy_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L196-L217"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.greedy_matching" title="Permalink to this definition">#</a></dt>
 <dd><p>Performs greedy bipartite matching.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.hungarian_matching">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">hungarian_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L189-L193"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.hungarian_matching" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">hungarian_matching</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L189-L193"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.hungarian_matching" title="Permalink to this definition">#</a></dt>
 <dd><p>Wrapper for Hungarian matching algorithm in scipy.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.instance_iou">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">instance_iou</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L172-L186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.instance_iou" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">instance_iou</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cache</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L172-L186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.instance_iou" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes IOU between bounding boxes of instances.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.instance_similarity">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">instance_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L48-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.instance_similarity" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">instance_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L48-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.instance_similarity" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes similarity between instances.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.nms_fast">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">nms_fast</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">boxes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scores</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L233-L307"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.nms_fast" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">nms_fast</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">boxes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scores</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L233-L307"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.nms_fast" title="Permalink to this definition">#</a></dt>
 <dd><p><a class="reference external" href="https://www.pyimagesearch.com/2015/02/16/faster-non-maximum-suppression-python/">https://www.pyimagesearch.com/2015/02/16/faster-non-maximum-suppression-python/</a></p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.components.normalized_instance_similarity">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">normalized_instance_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_hw</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L33-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.normalized_instance_similarity" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.components.</span></span><span class="sig-name descname"><span class="pre">normalized_instance_similarity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_hw</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L33-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.components.normalized_instance_similarity" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes similarity between instances with normalized keypoints.</p>
 </dd></dl>
 
@@ -611,12 +584,16 @@ <h2> Contents </h2>
 
               
               
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@@ -1,12 +1,13 @@
 
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     <title>sleap.nn.tracker.kalman &#8212; SLEAP (v1.4.1a2)</title>
   
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
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@@ -352,10 +325,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.tracker.kalman">
-<span id="sleap-nn-tracker-kalman"></span><h1>sleap.nn.tracker.kalman<a class="headerlink" href="#module-sleap.nn.tracker.kalman" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-tracker-kalman"></span><h1>sleap.nn.tracker.kalman<a class="headerlink" href="#module-sleap.nn.tracker.kalman" title="Permalink to this heading">#</a></h1>
 <p>Module to use Kalman filters for tracking instance identities.</p>
 <p>The Kalman filters needs a small number of frames already tracked in order
 to initialize the filters. Then you can use the module for tracking on the
@@ -365,7 +338,7 @@ <h2> Contents </h2>
 up the filters.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.kalman.get_track_instance_matches">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">get_track_instance_matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">are_too_close_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.tracker.components.html#sleap.nn.tracker.components.Match" title="sleap.nn.tracker.components.Match"><span class="pre">Match</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L447-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.get_track_instance_matches" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">get_track_instance_matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">are_too_close_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.tracker.components.html#sleap.nn.tracker.components.Match" title="sleap.nn.tracker.components.Match"><span class="pre">Match</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L447-L527"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.get_track_instance_matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Matches track identities (from filters) to instances in frame.</p>
 <p>Algorithm is modified greedy matching.</p>
 <p>Standard greedy matching:
@@ -397,7 +370,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.kalman.match_dict_from_match_function">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">match_dict_from_match_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">row_items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">column_items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key_by_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L530-L560"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.match_dict_from_match_function" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">match_dict_from_match_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">row_items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">column_items</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">match_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key_by_column</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L530-L560"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.match_dict_from_match_function" title="Permalink to this definition">#</a></dt>
 <dd><p>Dict keys are from column (tracks), values are from row (instances).</p>
 <p>If multiple rows (instances) match on the same column (track), then
 dict will just contain the best match.</p>
@@ -405,7 +378,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracker.kalman.remove_second_bests_from_cost_matrix">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">remove_second_bests_from_cost_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalid_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L585-L667"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.remove_second_bests_from_cost_matrix" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracker.kalman.</span></span><span class="sig-name descname"><span class="pre">remove_second_bests_from_cost_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thresh</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalid_val</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">nan</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ndarray</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/kalman.py#L585-L667"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracker.kalman.remove_second_bests_from_cost_matrix" title="Permalink to this definition">#</a></dt>
 <dd><p>Removes unclear matches from cost matrix.</p>
 <p>If the best match for a given track is too close to the second best match,
 then this will clear all the matches for that track (and ensure that any
@@ -436,12 +409,16 @@ <h2> Contents </h2>
 
               
               
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@@ -1,12 +1,13 @@
 
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -404,24 +377,24 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.tracking">
-<span id="sleap-nn-tracking"></span><h1>sleap.nn.tracking<a class="headerlink" href="#module-sleap.nn.tracking" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-tracking"></span><h1>sleap.nn.tracking<a class="headerlink" href="#module-sleap.nn.tracking" title="Permalink to this heading">#</a></h1>
 <p>Tracking tools for linking grouped instances over time.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.BaseTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">BaseTracker</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L510-L538"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.BaseTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">BaseTracker</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L511-L538"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.BaseTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Abstract base class for tracker.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L109-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L110-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for producing optical flow shift matching candidates.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.min_points">
-<span class="sig-name descname"><span class="pre">min_points</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.min_points" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_points</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.min_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Minimum number of points that must be detected in the new frame in
 order to generate a new shifted instance.</p>
 <dl class="field-list simple">
@@ -433,7 +406,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.img_scale">
-<span class="sig-name descname"><span class="pre">img_scale</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.img_scale" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">img_scale</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.img_scale" title="Permalink to this definition">#</a></dt>
 <dd><p>Factor to scale the images by when computing optical flow. Decrease
 this to increase performance at the cost of finer accuracy. Sometimes
 decreasing the image scale can improve performance with fast movements.</p>
@@ -446,7 +419,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.of_window_size">
-<span class="sig-name descname"><span class="pre">of_window_size</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.of_window_size" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">of_window_size</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.of_window_size" title="Permalink to this definition">#</a></dt>
 <dd><p>Optical flow window size to consider at each pyramid scale
 level.</p>
 <dl class="field-list simple">
@@ -458,7 +431,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.of_max_levels">
-<span class="sig-name descname"><span class="pre">of_max_levels</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.of_max_levels" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">of_max_levels</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.of_max_levels" title="Permalink to this definition">#</a></dt>
 <dd><p>Number of pyramid scale levels to consider. This is different
 from the scale parameter, which determines the initial image scaling.</p>
 <dl class="field-list simple">
@@ -470,7 +443,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.save_shifted_instances">
-<span class="sig-name descname"><span class="pre">save_shifted_instances</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.save_shifted_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_shifted_instances</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.save_shifted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>If True, save the shifted instances between elapsed
 frames.</p>
 <dl class="field-list simple">
@@ -482,7 +455,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.track_window">
-<span class="sig-name descname"><span class="pre">track_window</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.track_window" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track_window</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.track_window" title="Permalink to this definition">#</a></dt>
 <dd><p>How many frames back to look for candidate instances to match
 instances in the current frame against.</p>
 <dl class="field-list simple">
@@ -494,7 +467,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.flow_shift_instances">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">flow_shift_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_shifted_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L255-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.flow_shift_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">flow_shift_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_shifted_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L255-L357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.flow_shift_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Generates instances in a new frame by applying optical flow displacements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -527,7 +500,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances">
-<span class="sig-name descname"><span class="pre">get_shifted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L166-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_shifted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L166-L203"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns a list of shifted instances and save shifted instances if needed.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -544,7 +517,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances_from_earlier_time">
-<span class="sig-name descname"><span class="pre">get_shifted_instances_from_earlier_time</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">ref_t:</span> <span class="pre">int,</span> <span class="pre">ref_img:</span> <span class="pre">~numpy.ndarray,</span> <span class="pre">ref_instances:</span> <span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType],</span> <span class="pre">t:</span> <span class="pre">int)</span> <span class="pre">-&gt;</span> <span class="pre">(&lt;class</span> <span class="pre">'numpy.ndarray'&gt;,</span> <span class="pre">typing.List[~InstanceType]</span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L145-L164"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances_from_earlier_time" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_shifted_instances_from_earlier_time</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">ref_t:</span> <span class="pre">int,</span> <span class="pre">ref_img:</span> <span class="pre">~numpy.ndarray,</span> <span class="pre">ref_instances:</span> <span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType],</span> <span class="pre">t:</span> <span class="pre">int)</span> <span class="pre">-&gt;</span> <span class="pre">(&lt;class</span> <span class="pre">'numpy.ndarray'&gt;,</span> <span class="pre">typing.List[~InstanceType]</span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L145-L164"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.get_shifted_instances_from_earlier_time" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate shifted instances and corresponding image from earlier time.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -560,7 +533,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowCandidateMaker.prune_shifted_instances">
-<span class="sig-name descname"><span class="pre">prune_shifted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L236-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.prune_shifted_instances" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">prune_shifted_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L236-L253"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowCandidateMaker.prune_shifted_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Prune the shifted instances older than <code class="xref py py-obj docutils literal notranslate"><span class="pre">self.track_window</span></code>.</p>
 <p>If <code class="xref py py-obj docutils literal notranslate"><span class="pre">self.save_shifted_instances</span></code> is False, do nothing.</p>
 <dl class="simple">
@@ -576,17 +549,17 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowMaxTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~sleap.nn.tracker.components.FrameMatches</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1172-L1179"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowMaxTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">~typing.Optional[int]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~typing.Optional[~sleap.nn.tracker.components.FrameMatches]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1172-L1179"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Pre-configured tracker to use optical flow shifted candidates with max tracks.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracker.matching_function">
-<span class="sig-name descname"><span class="pre">matching_function</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L196-L217"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker.matching_function" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matching_function</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L196-L217"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker.matching_function" title="Permalink to this definition">#</a></dt>
 <dd><p>Performs greedy bipartite matching.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracker.similarity_function">
-<span class="sig-name descname"><span class="pre">similarity_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L48-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker.similarity_function" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">similarity_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">InstanceType</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracker/components.py#L48-L59"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracker.similarity_function" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes similarity between instances.</p>
 </dd></dl>
 
@@ -594,11 +567,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracksCandidateMaker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowMaxTracksCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L360-L438"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowMaxTracksCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_window_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">21</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">of_max_levels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shifted_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">ShiftedInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L361-L438"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for producing optical flow shift matching candidates with maximum tracks.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracksCandidateMaker.max_tracks">
-<span class="sig-name descname"><span class="pre">max_tracks</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker.max_tracks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_tracks</span></span><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker.max_tracks" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum number of tracks to avoid redundant tracks.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -609,7 +582,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowMaxTracksCandidateMaker.get_ref_instances">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_ref_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Deque</span><span class="p"><span class="pre">[</span></span><span class="pre">MatchedFrameInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L371-L392"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker.get_ref_instances" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_ref_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ref_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Deque</span><span class="p"><span class="pre">[</span></span><span class="pre">MatchedFrameInstance</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L371-L392"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowMaxTracksCandidateMaker.get_ref_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Generates a list of instances based on the reference time and image.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -627,13 +600,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.FlowTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~sleap.nn.tracker.components.FrameMatches</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1160-L1166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">FlowTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">~typing.Optional[int]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~typing.Optional[~sleap.nn.tracker.components.FrameMatches]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1161-L1166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.FlowTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>A Tracker pre-configured to use optical flow shifted candidates.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.KalmanTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">KalmanTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">init_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><span class="pre">Tracker</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">KalmanInitSet</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kalman_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">BareKalmanTracker</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cull_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_frame_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">re_init_cooldown</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">re_init_after</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_done</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_tracked</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_init_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1278-L1472"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">KalmanTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">init_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><span class="pre">Tracker</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">KalmanInitSet</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kalman_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">BareKalmanTracker</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cull_function</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Callable</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_frame_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">re_init_cooldown</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">re_init_after</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_done</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_tracked</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_init_t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1279-L1472"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for Kalman filter-based tracking pipeline.</p>
 <p>Kalman filters need to be initialized with a certain number of already
 tracked instances.</p>
@@ -668,13 +641,13 @@ <h2> Contents </h2>
 </dl>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.tracking.KalmanTracker.is_valid">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_valid</span></span><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.is_valid" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_valid</span></span><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.is_valid" title="Permalink to this definition">#</a></dt>
 <dd><p>Do we have everything we need to run tracking?</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.KalmanTracker.make_tracker">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">init_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><span class="pre">Tracker</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_frame_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1331-L1382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.make_tracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">init_tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.nn.tracking.Tracker" title="sleap.nn.tracking.Tracker"><span class="pre">Tracker</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_indices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">instance_iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">init_frame_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1331-L1382"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.make_tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Creates KalmanTracker object.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -699,7 +672,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.KalmanTracker.track">
-<span class="sig-name descname"><span class="pre">track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1384-L1462"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.track" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1384-L1462"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.KalmanTracker.track" title="Permalink to this definition">#</a></dt>
 <dd><p>Tracks individual frame, using Kalman filters if possible.</p>
 </dd></dl>
 
@@ -707,31 +680,31 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.SimpleCandidateMaker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L441-L461"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleCandidateMaker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L442-L461"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleCandidateMaker" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for producing list of matching candidates from prior frames.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.SimpleMaxTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleMaxTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~sleap.nn.tracker.components.FrameMatches</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_iou&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">hungarian_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1191-L1199"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleMaxTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleMaxTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~typing.Optional[~sleap.nn.tracker.components.FrameMatches]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_iou&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">hungarian_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1192-L1199"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleMaxTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Pre-configured tracker to use simple, non-image-based candidates with max tracks.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.SimpleMaxTracksCandidateMaker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleMaxTracksCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L464-L486"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleMaxTracksCandidateMaker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleMaxTracksCandidateMaker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">min_points</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracks</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L465-L486"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleMaxTracksCandidateMaker" title="Permalink to this definition">#</a></dt>
 <dd><p>Class to generate instances with maximum number of tracks from prior frames.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.SimpleTracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~sleap.nn.tracker.components.FrameMatches</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_iou&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">hungarian_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1182-L1188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleTracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">SimpleTracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">~typing.Optional[int]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~typing.Optional[~sleap.nn.tracker.components.FrameMatches]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_iou&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">hungarian_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1183-L1188"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.SimpleTracker" title="Permalink to this definition">#</a></dt>
 <dd><p>A Tracker pre-configured to use simple, non-image-based candidates.</p>
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.TrackCleaner">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">TrackCleaner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1475-L1501"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">TrackCleaner</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance_count</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iou_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1476-L1501"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner" title="Permalink to this definition">#</a></dt>
 <dd><p>Class for merging breaks in the predicted tracks.</p>
 <p>Method:
 1. You specify how many instances there should be in each frame.
@@ -744,7 +717,7 @@ <h2> Contents </h2>
 velocity threshold suggestion method.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.TrackCleaner.instance_count">
-<span class="sig-name descname"><span class="pre">instance_count</span></span><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner.instance_count" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">instance_count</span></span><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner.instance_count" title="Permalink to this definition">#</a></dt>
 <dd><p>The maximum number of instances we want per frame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -755,13 +728,13 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.TrackCleaner.iou_threshold">
-<span class="sig-name descname"><span class="pre">iou_threshold</span></span><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner.iou_threshold" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">iou_threshold</span></span><a class="headerlink" href="#sleap.nn.tracking.TrackCleaner.iou_threshold" title="Permalink to this definition">#</a></dt>
 <dd><p>Intersection over Union (IOU) threshold to use when
 removing overlapping instances over target count; if None, then
 only use score to determine which instances to remove.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>float | None</p>
+<dd class="field-odd"><p>Optional[float]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -770,13 +743,13 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">Tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">int</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~sleap.nn.tracker.components.FrameMatches</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L541-L1157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">Tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_tracks:</span> <span class="pre">~typing.Optional[int]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_window:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">similarity_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">instance_similarity&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">matching_function:</span> <span class="pre">~typing.Callable</span> <span class="pre">=</span> <span class="pre">&lt;function</span> <span class="pre">greedy_matching&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">candidate_maker:</span> <span class="pre">object</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tracking:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cleaner:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_instance_count:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_cull_function:</span> <span class="pre">~typing.Optional[~typing.Callable]</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">post_connect_single_breaks:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">robust_best_instance:</span> <span class="pre">float</span> <span class="pre">=</span> <span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_new_track_points:</span> <span class="pre">int</span> <span class="pre">=</span> <span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue:</span> <span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstances]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">track_matching_queue_dict:</span> <span class="pre">~typing.Dict[~sleap.instance.Track</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.Deque[~sleap.nn.tracking.MatchedFrameInstance]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spawned_tracks:</span> <span class="pre">~typing.List[~sleap.instance.Track]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_tracked_instances:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracked_instances:</span> <span class="pre">~typing.Dict[int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">~typing.List[~sleap.nn.tracker.components.InstanceType]]</span> <span class="pre">=</span> <span class="pre">_Nothing.NOTHING</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">last_matches:</span> <span class="pre">~typing.Optional[~sleap.nn.tracker.components.FrameMatches]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L542-L1157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Instance pose tracker.</p>
 <p>Use by instantiated with the desired parameters and then calling the
 <a class="reference internal" href="#sleap.nn.tracking.Tracker.track" title="sleap.nn.tracking.Tracker.track"><code class="xref py py-obj docutils literal notranslate"><span class="pre">track</span></code></a> method for each frame.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.track_window">
-<span class="sig-name descname"><span class="pre">track_window</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.track_window" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track_window</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.track_window" title="Permalink to this definition">#</a></dt>
 <dd><p>How many frames back to look for candidate instances to
 match instances in the current frame against.</p>
 <dl class="field-list simple">
@@ -788,19 +761,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.similarity_function">
-<span class="sig-name descname"><span class="pre">similarity_function</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.similarity_function" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">similarity_function</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.similarity_function" title="Permalink to this definition">#</a></dt>
 <dd><p>A function that returns a numeric pairwise
 instance similarity value.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Callable | None</p>
+<dd class="field-odd"><p>Optional[Callable]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.matching_function">
-<span class="sig-name descname"><span class="pre">matching_function</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.matching_function" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matching_function</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.matching_function" title="Permalink to this definition">#</a></dt>
 <dd><p>A function that takes a matrix of pairwise similarities
 and determines the matches to use.</p>
 <dl class="field-list simple">
@@ -812,7 +785,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.candidate_maker">
-<span class="sig-name descname"><span class="pre">candidate_maker</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.candidate_maker" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">candidate_maker</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.candidate_maker" title="Permalink to this definition">#</a></dt>
 <dd><p>A class instance with a <code class="xref py py-obj docutils literal notranslate"><span class="pre">get_candidates</span></code> method
 which returns a list of Instances-like objects  which we can match
 the predicted instances in a frame against.</p>
@@ -825,19 +798,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.cleaner">
-<span class="sig-name descname"><span class="pre">cleaner</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.cleaner" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">cleaner</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.cleaner" title="Permalink to this definition">#</a></dt>
 <dd><p>A class with a <code class="xref py py-obj docutils literal notranslate"><span class="pre">run</span></code> method which attempts to clean tracks
 after the other tracking has run for all frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Callable | None</p>
+<dd class="field-odd"><p>Optional[Callable]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.min_new_track_points">
-<span class="sig-name descname"><span class="pre">min_new_track_points</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.min_new_track_points" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">min_new_track_points</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.min_new_track_points" title="Permalink to this definition">#</a></dt>
 <dd><p>We won’t spawn a new track for an instance with
 fewer than this many points.</p>
 <dl class="field-list simple">
@@ -849,7 +822,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.robust_best_instance">
-<span class="sig-name descname"><span class="pre">robust_best_instance</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.robust_best_instance" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">robust_best_instance</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.robust_best_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>if the value is between 0 and 1 (excluded),
 use a robust quantile similarity score for the track. If the value is 1,
 use the max similarity (non-robust). For selecting a robust score,
@@ -863,7 +836,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.max_tracking">
-<span class="sig-name descname"><span class="pre">max_tracking</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.max_tracking" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">max_tracking</span></span><a class="headerlink" href="#sleap.nn.tracking.Tracker.max_tracking" title="Permalink to this definition">#</a></dt>
 <dd><p>Max tracking is incorporated when this is set to true.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -874,13 +847,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.final_pass">
-<span class="sig-name descname"><span class="pre">final_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L816-L828"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker.final_pass" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">final_pass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L816-L828"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker.final_pass" title="Permalink to this definition">#</a></dt>
 <dd><p>Called after tracking has run on all frames to do any post-processing.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.track">
-<span class="sig-name descname"><span class="pre">track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_hw</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L642-L773"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker.track" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">track</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">untracked_instances</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img_hw</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">t</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">InstanceType</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L642-L773"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.Tracker.track" title="Permalink to this definition">#</a></dt>
 <dd><p>Performs a single step of tracking.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -899,7 +872,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.tracking.Tracker.unique_tracks_in_queue">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unique_tracks_in_queue</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.tracking.Tracker.unique_tracks_in_queue" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">unique_tracks_in_queue</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.Track" title="sleap.instance.Track"><span class="pre">Track</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.tracking.Tracker.unique_tracks_in_queue" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the unique tracks in the matching queue.</p>
 </dd></dl>
 
@@ -907,7 +880,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.tracking.run_tracker">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">run_tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.tracking.BaseTracker" title="sleap.nn.tracking.BaseTracker"><span class="pre">BaseTracker</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1504-L1542"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.run_tracker" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.tracking.</span></span><span class="sig-name descname"><span class="pre">run_tracker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracker</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.tracking.BaseTracker" title="sleap.nn.tracking.BaseTracker"><span class="pre">BaseTracker</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.instance.html#sleap.instance.LabeledFrame" title="sleap.instance.LabeledFrame"><span class="pre">LabeledFrame</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/tracking.py#L1504-L1542"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.tracking.run_tracker" title="Permalink to this definition">#</a></dt>
 <dd><p>Run a tracker on a set of labeled frames.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -931,12 +904,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
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+
                 </footer>
               
             </div>
@@ -945,7 +922,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1028,7 +1004,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -1055,8 +1030,8 @@ <h2> Contents </h2>
   </div>
   
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   <footer class="bd-footer">
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diff --git a/develop/api/sleap.nn.training.html b/develop/api/sleap.nn.training.html
index 657158050..d26cfa86b 100644
--- a/develop/api/sleap.nn.training.html
+++ b/develop/api/sleap.nn.training.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.nn.training &#8212; SLEAP (v1.4.1a2)</title>
   
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   <!-- Pre-loaded scripts that we'll load fully later -->
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-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
-
-    <script src="../_static/documentation_options.js?v=9f48819e"></script>
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-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
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+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.nn.training';</script>
     <link rel="canonical" href="/develop/api/sleap.nn.training.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -436,30 +409,30 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.training">
-<span id="sleap-nn-training"></span><h1>sleap.nn.training<a class="headerlink" href="#module-sleap.nn.training" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-training"></span><h1>sleap.nn.training<a class="headerlink" href="#module-sleap.nn.training" title="Permalink to this heading">#</a></h1>
 <p>Training functionality and high level APIs.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">BottomUpModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1360-L1498"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">BottomUpModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1361-L1498"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output multi-instance confidence maps and PAFs.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -467,23 +440,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpMultiClassModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1501-L1637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">BottomUpMultiClassModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1502-L1637"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output multi-instance confidence maps and class maps.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpMultiClassModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpMultiClassModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.BottomUpMultiClassModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.BottomUpMultiClassModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -491,23 +464,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.CentroidConfmapsModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1125-L1226"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">CentroidConfmapsModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1126-L1226"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output centroid confidence maps.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.CentroidConfmapsModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.CentroidConfmapsModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.CentroidConfmapsModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.CentroidConfmapsModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -515,11 +488,11 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">DataReaders</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L85-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">DataReaders</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels_reader</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader"><span class="pre">LabelsReader</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L86-L264"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders" title="Permalink to this definition">#</a></dt>
 <dd><p>Container class for SLEAP labels that serve as training data sources.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.training_labels_reader">
-<span class="sig-name descname"><span class="pre">training_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.training_labels_reader" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">training_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.training_labels_reader" title="Permalink to this definition">#</a></dt>
 <dd><p>LabelsReader pipeline provider for a training data from
 a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> instance.</p>
 <dl class="field-list simple">
@@ -531,7 +504,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.validation_labels_reader">
-<span class="sig-name descname"><span class="pre">validation_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.validation_labels_reader" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.validation_labels_reader" title="Permalink to this definition">#</a></dt>
 <dd><p>LabelsReader pipeline provider for a validation data
 from a <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> instance.</p>
 <dl class="field-list simple">
@@ -543,43 +516,43 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.test_labels_reader">
-<span class="sig-name descname"><span class="pre">test_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.test_labels_reader" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">test_labels_reader</span></span><a class="headerlink" href="#sleap.nn.training.DataReaders.test_labels_reader" title="Permalink to this definition">#</a></dt>
 <dd><p>LabelsReader pipeline provider for a test set data from a
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> instance. This is not necessary for training.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader">sleap.nn.data.providers.LabelsReader</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.data.providers.html#sleap.nn.data.providers.LabelsReader" title="sleap.nn.data.providers.LabelsReader">sleap.nn.data.providers.LabelsReader</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">training</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L102-L151"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">training</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L102-L151"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Create data readers from a (possibly incomplete) configuration.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.from_labels">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L153-L247"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders.from_labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.data.html#sleap.nn.config.data.LabelsConfig" title="sleap.nn.config.data.LabelsConfig"><span class="pre">LabelsConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_track_only</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L153-L247"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.DataReaders.from_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Create data readers from <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> datasets as data providers.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.test_labels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">test_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.test_labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">test_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.test_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> underlying the test data reader.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.training_labels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">training_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.training_labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">training_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.training_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> underlying the training data reader.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.DataReaders.validation_labels">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">validation_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.validation_labels" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">validation_labels</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a></em><a class="headerlink" href="#sleap.nn.training.DataReaders.validation_labels" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the <code class="xref py py-obj docutils literal notranslate"><span class="pre">Labels</span></code> underlying the validation data reader.</p>
 </dd></dl>
 
@@ -587,23 +560,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.SingleInstanceModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1008-L1122"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">SingleInstanceModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1009-L1122"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output single-instance confidence maps.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.SingleInstanceModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.SingleInstanceModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.SingleInstanceModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.SingleInstanceModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -611,23 +584,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.TopDownMultiClassModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1640-L1797"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">TopDownMultiClassModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1641-L1797"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output multi-instance confidence maps and class maps.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopDownMultiClassModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopDownMultiClassModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopDownMultiClassModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopDownMultiClassModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -635,23 +608,23 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.TopdownConfmapsModelTrainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">TopdownConfmapsModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1229-L1357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">TopdownConfmapsModelTrainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1230-L1357"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Trainer for models that output instance centered confidence maps.</p>
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopdownConfmapsModelTrainer.has_offsets">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.has_offsets" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">has_offsets</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.has_offsets" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether model is configured to output refinement offsets.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopdownConfmapsModelTrainer.input_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model inputs.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.TopdownConfmapsModelTrainer.output_keys">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.TopdownConfmapsModelTrainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Return example keys to be mapped to model outputs.</p>
 </dd></dl>
 
@@ -659,7 +632,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">Trainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L559-L1005"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">Trainer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_readers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><span class="pre">DataReaders</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.model.html#sleap.nn.model.Model" title="sleap.nn.model.Model"><span class="pre">Model</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L560-L1005"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer" title="Permalink to this definition">#</a></dt>
 <dd><p>Base trainer class that provides general model training functionality.</p>
 <p>This class is intended to be instantiated using the <a class="reference internal" href="#sleap.nn.training.Trainer.from_config" title="sleap.nn.training.Trainer.from_config"><code class="xref py py-obj docutils literal notranslate"><span class="pre">from_config()</span></code></a> class method,
 which will return the appropriate subclass based on the input configuration.</p>
@@ -667,7 +640,7 @@ <h2> Contents </h2>
 output type-specific trainer that provides more specific functionality.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.data_readers">
-<span class="sig-name descname"><span class="pre">data_readers</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.data_readers" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">data_readers</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.data_readers" title="Permalink to this definition">#</a></dt>
 <dd><p>A <a class="reference internal" href="#sleap.nn.training.DataReaders" title="sleap.nn.training.DataReaders"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataReaders</span></code></a> instance that contains training data providers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -678,7 +651,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.model">
-<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.model" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">model</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.model" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code> instance describing the SLEAP model to train.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -689,7 +662,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.config">
-<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">config</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.config" title="Permalink to this definition">#</a></dt>
 <dd><p>A <code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingJobConfig</span></code> that describes the training parameters.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -700,19 +673,19 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.initial_config">
-<span class="sig-name descname"><span class="pre">initial_config</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.initial_config" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">initial_config</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.initial_config" title="Permalink to this definition">#</a></dt>
 <dd><p>This attribute will contain a copy of the input configuration
 before any attributes are updated in <a class="reference internal" href="#sleap.nn.training.Trainer.config" title="sleap.nn.training.Trainer.config"><code class="xref py py-obj docutils literal notranslate"><span class="pre">config</span></code></a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a> | None</p>
+<dd class="field-odd"><p>Optional[<a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig">sleap.nn.config.training_job.TrainingJobConfig</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.pipeline_builder">
-<span class="sig-name descname"><span class="pre">pipeline_builder</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.pipeline_builder" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">pipeline_builder</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.pipeline_builder" title="Permalink to this definition">#</a></dt>
 <dd><p>A model output type-specific data pipeline builder to create
 pipelines that generate data used for training. This must be specified in
 subclasses.</p>
@@ -725,7 +698,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.training_pipeline">
-<span class="sig-name descname"><span class="pre">training_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.training_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">training_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.training_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>The data pipeline that generates examples from the training
 set for optimization.</p>
 <dl class="field-list simple">
@@ -737,7 +710,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.validation_pipeline">
-<span class="sig-name descname"><span class="pre">validation_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.validation_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.validation_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>The data pipeline that generates examples from the
 validation set for optimization.</p>
 <dl class="field-list simple">
@@ -749,7 +722,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.training_viz_pipeline">
-<span class="sig-name descname"><span class="pre">training_viz_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.training_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">training_viz_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.training_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>The data pipeline that generates examples from the
 training set for visualization.</p>
 <dl class="field-list simple">
@@ -761,7 +734,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.validation_viz_pipeline">
-<span class="sig-name descname"><span class="pre">validation_viz_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.validation_viz_pipeline" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">validation_viz_pipeline</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.validation_viz_pipeline" title="Permalink to this definition">#</a></dt>
 <dd><p>The data pipeline that generates examples from the
 validation set for visualization.</p>
 <dl class="field-list simple">
@@ -773,7 +746,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.optimization_callbacks">
-<span class="sig-name descname"><span class="pre">optimization_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.optimization_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">optimization_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.optimization_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras callbacks related to optimization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -784,7 +757,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.output_callbacks">
-<span class="sig-name descname"><span class="pre">output_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.output_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">output_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.output_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras callbacks related to outputs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -795,7 +768,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.visualization_callbacks">
-<span class="sig-name descname"><span class="pre">visualization_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.visualization_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">visualization_callbacks</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.visualization_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Keras callbacks related to visualization.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -806,36 +779,36 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.run_path">
-<span class="sig-name descname"><span class="pre">run_path</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.run_path" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">run_path</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.run_path" title="Permalink to this definition">#</a></dt>
 <dd><p>The path to the run folder that will contain training results, if any.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.callbacks">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">callbacks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.Trainer.callbacks" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">callbacks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.nn.training.Trainer.callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Return all callbacks currently configured.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.cleanup">
-<span class="sig-name descname"><span class="pre">cleanup</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L984-L996"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.cleanup" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">cleanup</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L984-L996"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.cleanup" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete visualization images subdirectory.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.evaluate">
-<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L958-L982"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.evaluate" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L958-L982"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.evaluate" title="Permalink to this definition">#</a></dt>
 <dd><p>Compute evaluation metrics on data splits and save them.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.Trainer" title="sleap.nn.training.Trainer"><span class="pre">Trainer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L615-L690"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.from_config" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.training_job.html#sleap.nn.config.training_job.TrainingJobConfig" title="sleap.nn.config.training_job.TrainingJobConfig"><span class="pre">TrainingJobConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_labels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="sleap.io.dataset.html#sleap.io.dataset.Labels" title="sleap.io.dataset.Labels"><span class="pre">Labels</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">video_search_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.nn.training.Trainer" title="sleap.nn.training.Trainer"><span class="pre">Trainer</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L615-L690"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.from_config" title="Permalink to this definition">#</a></dt>
 <dd><p>Initialize the trainer from a training job configuration.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -855,37 +828,37 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.input_keys">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.input_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">input_keys</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.input_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Implement in subclasses.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.keras_model">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">keras_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Model</span></em><a class="headerlink" href="#sleap.nn.training.Trainer.keras_model" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">keras_model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Model</span></em><a class="headerlink" href="#sleap.nn.training.Trainer.keras_model" title="Permalink to this definition">#</a></dt>
 <dd><p>Alias for <code class="xref py py-obj docutils literal notranslate"><span class="pre">self.model.keras_model</span></code>.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.output_keys">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.output_keys" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">output_keys</span></span><a class="headerlink" href="#sleap.nn.training.Trainer.output_keys" title="Permalink to this definition">#</a></dt>
 <dd><p>Implement in subclasses.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.package">
-<span class="sig-name descname"><span class="pre">package</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L998-L1005"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.package" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">package</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L998-L1005"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.package" title="Permalink to this definition">#</a></dt>
 <dd><p>Package model folder into a zip file for portability.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.setup">
-<span class="sig-name descname"><span class="pre">setup</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L902-L919"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.setup" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">setup</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L902-L919"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.setup" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up data pipeline and model for training.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.nn.training.Trainer.train">
-<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L921-L956"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.train" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L921-L956"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.Trainer.train" title="Permalink to this definition">#</a></dt>
 <dd><p>Execute the optimization loop to train the model.</p>
 </dd></dl>
 
@@ -893,85 +866,85 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.create_trainer_using_cli">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">create_trainer_using_cli</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1800-L2033"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.create_trainer_using_cli" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">create_trainer_using_cli</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L1800-L2033"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.create_trainer_using_cli" title="Permalink to this definition">#</a></dt>
 <dd><p>Create CLI for training.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.get_timestamp">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">get_timestamp</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L358-L360"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.get_timestamp" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">get_timestamp</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L358-L360"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.get_timestamp" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the date and time as a string.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.main">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L2036-L2039"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.main" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">main</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L2036-L2039"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.main" title="Permalink to this definition">#</a></dt>
 <dd><p>Create CLI for training and run.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.sanitize_scope_name">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">sanitize_scope_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L539-L545"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.sanitize_scope_name" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">sanitize_scope_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L539-L545"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.sanitize_scope_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Sanitizes string which will be used as TensorFlow scope name.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_checkpointing">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_checkpointing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.CheckpointingConfig" title="sleap.nn.config.outputs.CheckpointingConfig"><span class="pre">CheckpointingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L415-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_checkpointing" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_checkpointing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.CheckpointingConfig" title="sleap.nn.config.outputs.CheckpointingConfig"><span class="pre">CheckpointingConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L415-L460"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_checkpointing" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up model checkpointing callbacks from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_losses">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_losses</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L288-L304"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_losses" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_losses</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L288-L304"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_losses" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up model loss function from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_metrics">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Loss</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Metric</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L307-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_metrics" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Loss</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Metric</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L307-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_metrics" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up training metrics from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_new_run_folder">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_new_run_folder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">base_run_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L363-L393"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_new_run_folder" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_new_run_folder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">base_run_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L363-L393"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_new_run_folder" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a new run folder from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_optimization_callbacks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_optimization_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L323-L355"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_optimization_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_optimization_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L323-L355"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_optimization_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up optimization callbacks from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_optimizer">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_optimizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">OptimizerV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L267-L285"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_optimizer" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_optimizer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.optimization.html#sleap.nn.config.optimization.OptimizationConfig" title="sleap.nn.config.optimization.OptimizationConfig"><span class="pre">OptimizationConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">OptimizerV2</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L267-L285"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_optimizer" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up model optimizer from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_output_callbacks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_output_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L484-L498"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_output_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_output_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L484-L498"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_output_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up training outputs callbacks from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_tensorboard">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_tensorboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.TensorBoardConfig" title="sleap.nn.config.outputs.TensorBoardConfig"><span class="pre">TensorBoardConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L463-L481"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_tensorboard" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_tensorboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.TensorBoardConfig" title="sleap.nn.config.outputs.TensorBoardConfig"><span class="pre">TensorBoardConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L463-L481"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_tensorboard" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up TensorBoard callbacks from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_visualization">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_visualization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">viz_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L501-L536"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_visualization" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_visualization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.OutputsConfig" title="sleap.nn.config.outputs.OutputsConfig"><span class="pre">OutputsConfig</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">run_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">viz_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Figure</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L501-L536"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_visualization" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up visualization callbacks from config.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.training.setup_zmq_callbacks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_zmq_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">zmq_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.ZMQConfig" title="sleap.nn.config.outputs.ZMQConfig"><span class="pre">ZMQConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L396-L412"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_zmq_callbacks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.training.</span></span><span class="sig-name descname"><span class="pre">setup_zmq_callbacks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">zmq_config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.nn.config.outputs.html#sleap.nn.config.outputs.ZMQConfig" title="sleap.nn.config.outputs.ZMQConfig"><span class="pre">ZMQConfig</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Callback</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/training.py#L396-L412"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.training.setup_zmq_callbacks" title="Permalink to this definition">#</a></dt>
 <dd><p>Set up ZeroMQ callbacks from config.</p>
 </dd></dl>
 
@@ -983,12 +956,16 @@ <h2> Contents </h2>
 
               
               
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@@ -997,7 +974,6 @@ <h2> Contents </h2>
               
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-
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+++ b/develop/api/sleap.nn.utils.html
@@ -1,12 +1,13 @@
 
+
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@@ -59,23 +62,19 @@
 
   
   
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@@ -137,35 +123,23 @@
   
   
   
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
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-              <div class="bd-header-article d-print-none">
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@@ -298,28 +273,26 @@
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@@ -354,14 +327,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.nn.utils">
-<span id="sleap-nn-utils"></span><h1>sleap.nn.utils<a class="headerlink" href="#module-sleap.nn.utils" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-utils"></span><h1>sleap.nn.utils<a class="headerlink" href="#module-sleap.nn.utils" title="Permalink to this heading">#</a></h1>
 <p>This module contains generic utilities used for training and inference.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.utils.compute_iou">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">compute_iou</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bbox1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L45-L76"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.compute_iou" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">compute_iou</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">bbox1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">float</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L45-L76"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.compute_iou" title="Permalink to this definition">#</a></dt>
 <dd><p>Computes the intersection over union for a pair of bounding boxes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -379,7 +352,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.utils.group_array">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">group_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groups</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L10-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.group_array" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">group_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groups</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L10-L42"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.group_array" title="Permalink to this definition">#</a></dt>
 <dd><p>Groups an array into a dictionary keyed by a grouping vector.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -408,7 +381,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.utils.match_points">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">match_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L101-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.match_points" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">match_points</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">points1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">points2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Tensor</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tensor</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L101-L128"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.match_points" title="Permalink to this definition">#</a></dt>
 <dd><p>Match closest points across two sets.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -436,7 +409,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.utils.reset_input_layer">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">reset_input_layer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L131-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.reset_input_layer" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">reset_input_layer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">keras_model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Model</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_shape</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/utils.py#L131-L162"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.utils.reset_input_layer" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns a copy of <code class="xref py py-obj docutils literal notranslate"><span class="pre">keras_model</span></code> with input shape reset to <code class="xref py py-obj docutils literal notranslate"><span class="pre">new_shape</span></code>.</p>
 <p>This method was modified from <a class="reference external" href="https://stackoverflow.com/a/58485055">https://stackoverflow.com/a/58485055</a>.</p>
 <dl class="field-list simple">
@@ -454,7 +427,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.utils.tf_linear_sum_assignment">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">tf_linear_sum_assignment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="headerlink" href="#sleap.nn.utils.tf_linear_sum_assignment" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.utils.</span></span><span class="sig-name descname"><span class="pre">tf_linear_sum_assignment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cost_matrix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="headerlink" href="#sleap.nn.utils.tf_linear_sum_assignment" title="Permalink to this definition">#</a></dt>
 <dd><p>Run <code class="xref py py-obj docutils literal notranslate"><span class="pre">linear_sum_assignment</span></code> as a TensorFlow function.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -475,12 +448,16 @@ <h2> Contents </h2>
 
               
               
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -489,7 +466,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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@@ -522,7 +498,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -549,8 +524,8 @@ <h2> Contents </h2>
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index 13bea67f8..e3f807d57 100644
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+++ b/develop/api/sleap.nn.viz.html
@@ -1,12 +1,13 @@
 
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@@ -357,14 +330,14 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.nn.viz">
-<span id="sleap-nn-viz"></span><h1>sleap.nn.viz<a class="headerlink" href="#module-sleap.nn.viz" title="Link to this heading">#</a></h1>
+<span id="sleap-nn-viz"></span><h1>sleap.nn.viz<a class="headerlink" href="#module-sleap.nn.viz" title="Permalink to this heading">#</a></h1>
 <p>Visualization and plotting utilities.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.generate_skeleton_preview_image">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">generate_skeleton_preview_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">square_bb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thumbnail_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(128,</span> <span class="pre">128)</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bytes</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L305-L386"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.generate_skeleton_preview_image" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">generate_skeleton_preview_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="sleap.instance.html#sleap.instance.Instance" title="sleap.instance.Instance"><span class="pre">Instance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">square_bb</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">thumbnail_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(128,</span> <span class="pre">128)</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bytes</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L305-L386"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.generate_skeleton_preview_image" title="Permalink to this definition">#</a></dt>
 <dd><p>Generate preview image for skeleton based on given instance.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -382,7 +355,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.imgfig">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">imgfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Tuple</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dpi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">72</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Figure</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L14-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.imgfig" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">imgfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Tuple</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dpi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">72</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Figure</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L14-L39"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.imgfig" title="Permalink to this definition">#</a></dt>
 <dd><p>Create a tight figure for image plotting.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -402,37 +375,37 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_confmaps">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L81-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_confmaps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_confmaps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">confmaps</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L81-L96"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_confmaps" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot confidence maps reduced over channels.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_img">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_img</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dpi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">72</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Figure</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L42-L78"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_img" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_img</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dpi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">72</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Figure</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L42-L78"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_img" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot an image in a tight figure.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_instance">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_by_node</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lw</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L192-L255"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_instance" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_instance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instance</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_by_node</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lw</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bbox</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L192-L255"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_instance" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot a single instance with edge coloring.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_instances">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_by_track</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L258-L295"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_instances" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_instances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">instances</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_by_track</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tracks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L258-L295"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_instances" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot a list of instances with identity coloring.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_pafs">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L143-L189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_pafs" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_pafs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pafs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">4.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L143-L189"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_pafs" title="Permalink to this definition">#</a></dt>
 <dd><p>Quiver plot for a single frame of pafs.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.nn.viz.plot_peaks">
-<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pts_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pts_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paired</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L99-L140"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_peaks" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.nn.viz.</span></span><span class="sig-name descname"><span class="pre">plot_peaks</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pts_gt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pts_pr</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paired</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/nn/viz.py#L99-L140"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.nn.viz.plot_peaks" title="Permalink to this definition">#</a></dt>
 <dd><p>Plot ground truth and detected peaks.</p>
 </dd></dl>
 
@@ -444,12 +417,16 @@ <h2> Contents </h2>
 
               
               
-              
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@@ -458,7 +435,6 @@ <h2> Contents </h2>
               
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@@ -494,7 +470,6 @@ <h2> Contents </h2>
   
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index f8dfad38a..5268de860 100644
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+++ b/develop/api/sleap.skeleton.html
@@ -1,12 +1,13 @@
 
+
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@@ -59,23 +62,19 @@
 
   
   
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@@ -97,23 +96,13 @@
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 </form></div>
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@@ -137,35 +123,23 @@
   
   
   
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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@@ -201,10 +176,10 @@
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@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
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@@ -298,28 +273,26 @@
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@@ -424,17 +397,17 @@ <h2> Contents </h2>
               
                 
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   <section id="module-sleap.skeleton">
-<span id="sleap-skeleton"></span><h1>sleap.skeleton<a class="headerlink" href="#module-sleap.skeleton" title="Link to this heading">#</a></h1>
+<span id="sleap-skeleton"></span><h1>sleap.skeleton<a class="headerlink" href="#module-sleap.skeleton" title="Permalink to this heading">#</a></h1>
 <p>Implementation of skeleton data structure and API.</p>
 <p>This module implements and API for creating animal skeletons. The goal
 is to provide a common interface for defining the parts of the animal,
 their connection to each other, and needed meta-data.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.skeleton.EdgeType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">EdgeType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L31-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.EdgeType" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">EdgeType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L31-L45"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.EdgeType" title="Permalink to this definition">#</a></dt>
 <dd><p>Type of edge in the skeleton graph.</p>
 <p>The skeleton graph can store different types of edges to represent
 different things. All edges must specify one or more of the
@@ -451,12 +424,12 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.skeleton.Node">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">Node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L48-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">Node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L49-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node" title="Permalink to this definition">#</a></dt>
 <dd><p>This class represents node in the skeleton graph, i.e., a body part.</p>
 <p>Note: Nodes can exist without being part of a skeleton.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Node.name">
-<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.skeleton.Node.name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#sleap.skeleton.Node.name" title="Permalink to this definition">#</a></dt>
 <dd><p>String name of the node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -467,7 +440,7 @@ <h2> Contents </h2>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Node.weight">
-<span class="sig-name descname"><span class="pre">weight</span></span><a class="headerlink" href="#sleap.skeleton.Node.weight" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">weight</span></span><a class="headerlink" href="#sleap.skeleton.Node.weight" title="Permalink to this definition">#</a></dt>
 <dd><p>Weight of the node (not currently used).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -478,19 +451,19 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Node.as_node">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">as_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L70-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.as_node" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">as_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L70-L73"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.as_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert given <code class="xref py py-obj docutils literal notranslate"><span class="pre">node</span></code> to <a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Node</span></code></a> object (if not already).</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Node.from_names">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_names</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L62-L68"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.from_names" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_names</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L62-L68"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.from_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert list of node names to list of nodes objects.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Node.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L75-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L75-L85"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Node.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Check whether all attributes match between two nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -506,43 +479,43 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">Skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L584-L1775"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">Skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L584-L1775"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton" title="Permalink to this definition">#</a></dt>
 <dd><p>The main object for representing animal skeletons.</p>
 <p>The skeleton represents the constituent parts of the animal whose
 pose is being estimated.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton._skeleton_idx">
-<span class="sig-name descname"><span class="pre">_skeleton_idx</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton._skeleton_idx" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">_skeleton_idx</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton._skeleton_idx" title="Permalink to this definition">#</a></dt>
 <dd><p>An index variable used to give skeletons a default name that
 should be unique across all skeletons.</p>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.preview_image">
-<span class="sig-name descname"><span class="pre">preview_image</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.preview_image" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">preview_image</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.preview_image" title="Permalink to this definition">#</a></dt>
 <dd><p>A byte string containing an encoded preview image for the
 skeleton. Used only for templates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>bytes | None</p>
+<dd class="field-odd"><p>Optional[bytes]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.description">
-<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.description" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.description" title="Permalink to this definition">#</a></dt>
 <dd><p>A text description of the skeleton. Used only for templates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>str | None</p>
+<dd class="field-odd"><p>Optional[str]</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton._is_template">
-<span class="sig-name descname"><span class="pre">_is_template</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton._is_template" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">_is_template</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton._is_template" title="Permalink to this definition">#</a></dt>
 <dd><p>Whether this skeleton is a template. Used only for templates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Type<span class="colon">:</span></dt>
@@ -553,7 +526,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.add_edge">
-<span class="sig-name descname"><span class="pre">add_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1085-L1135"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_edge" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1085-L1135"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_edge" title="Permalink to this definition">#</a></dt>
 <dd><p>Add an edge between two nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -574,7 +547,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.add_node">
-<span class="sig-name descname"><span class="pre">add_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1001-L1017"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_node" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1001-L1017"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Add a node representing an animal part to the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -589,7 +562,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.add_nodes">
-<span class="sig-name descname"><span class="pre">add_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1019-L1026"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_nodes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1019-L1026"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Add a list of nodes representing animal parts to the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -600,7 +573,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.add_symmetry">
-<span class="sig-name descname"><span class="pre">add_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1187-L1225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_symmetry" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">add_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1187-L1225"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.add_symmetry" title="Permalink to this definition">#</a></dt>
 <dd><p>Specify that two parts (nodes) in skeleton are symmetrical.</p>
 <p>Certain parts of an animal body can be related as symmetrical
 parts in a pair. For example, left and right hands of a person.</p>
@@ -623,13 +596,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.clear_edges">
-<span class="sig-name descname"><span class="pre">clear_edges</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1182-L1185"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.clear_edges" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">clear_edges</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1182-L1185"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.clear_edges" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete all edges in skeleton.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.delete_edge">
-<span class="sig-name descname"><span class="pre">delete_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1137-L1180"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_edge" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">delete_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1137-L1180"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_edge" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete an edge between two nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -650,7 +623,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.delete_node">
-<span class="sig-name descname"><span class="pre">delete_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1028-L1049"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_node" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">delete_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1028-L1049"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Remove a node from the skeleton.</p>
 <p>The method removes a node from the skeleton and any edge that is
 connected to it.</p>
@@ -669,7 +642,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.delete_symmetry">
-<span class="sig-name descname"><span class="pre">delete_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">node2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1227-L1256"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_symmetry" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">delete_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node2</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1227-L1256"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.delete_symmetry" title="Permalink to this definition">#</a></dt>
 <dd><p>Delete a previously established symmetry between two nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -689,7 +662,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.edge_inds">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edge_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_inds" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edge_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of edges as node indices.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -701,7 +674,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.edge_names">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edge_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_names" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edge_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of edge name tuples.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -712,13 +685,13 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.edge_to_index">
-<span class="sig-name descname"><span class="pre">edge_to_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L991-L999"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_to_index" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">edge_to_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L991-L999"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.edge_to_index" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the index of edge from source to destination.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.edges">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edges" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edges" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of edge tuples.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -729,7 +702,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.edges_full">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edges_full</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edges_full" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edges_full</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.edges_full" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of edge tuples with keys and attributes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -740,7 +713,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.find_neighbors">
-<span class="sig-name descname"><span class="pre">find_neighbors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1073-L1083"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_neighbors" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_neighbors</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1073-L1083"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_neighbors" title="Permalink to this definition">#</a></dt>
 <dd><p>Find nodes that are predecessors or successors from a node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -754,7 +727,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.find_node">
-<span class="sig-name descname"><span class="pre">find_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1051-L1071"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_node" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">find_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1051-L1071"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Find node in skeleton by name of node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -768,7 +741,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.find_unique_nodes">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">find_unique_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L740-L750"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_unique_nodes" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">find_unique_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L740-L750"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.find_unique_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Find all unique nodes from a list of skeletons.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -782,7 +755,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1438-L1458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_dict" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1438-L1458"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Create skeleton from dict; used for loading from JSON.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -806,7 +779,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.from_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1552-L1583"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1552-L1583"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Instantiate <a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><code class="xref py py-class docutils literal notranslate"><span class="pre">Skeleton</span></code></a> from JSON string.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -828,7 +801,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.from_names_and_edge_inds">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_names_and_edge_inds</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1460-L1480"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_names_and_edge_inds" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_names_and_edge_inds</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_inds</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1460-L1480"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.from_names_and_edge_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Create skeleton from a list of node names and edge indices.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -846,7 +819,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.get_symmetry">
-<span class="sig-name descname"><span class="pre">get_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1258-L1283"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.get_symmetry" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_symmetry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1258-L1283"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.get_symmetry" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the node symmetric with the specified node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -863,7 +836,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.get_symmetry_name">
-<span class="sig-name descname"><span class="pre">get_symmetry_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1285-L1295"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.get_symmetry_name" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">get_symmetry_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1285-L1295"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.get_symmetry_name" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the name of the node symmetric with the specified node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -877,19 +850,19 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.graph">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">graph</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.graph" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">graph</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.graph" title="Permalink to this definition">#</a></dt>
 <dd><p>Return a view on the subgraph of body nodes and edges for skeleton.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.graph_symmetry">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">graph_symmetry</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.graph_symmetry" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">graph_symmetry</span></span><a class="headerlink" href="#sleap.skeleton.Skeleton.graph_symmetry" title="Permalink to this definition">#</a></dt>
 <dd><p>Return subgraph of symmetric edges for skeleton.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.has_edge">
-<span class="sig-name descname"><span class="pre">has_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dest_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1397-L1413"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_edge" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">has_edge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dest_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1397-L1413"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_edge" title="Permalink to this definition">#</a></dt>
 <dd><p>Check whether the skeleton has an edge.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -906,7 +879,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.has_node">
-<span class="sig-name descname"><span class="pre">has_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1366-L1377"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_node" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">has_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1366-L1377"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Check whether the skeleton has a node.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -920,7 +893,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.has_nodes">
-<span class="sig-name descname"><span class="pre">has_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1379-L1395"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_nodes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">has_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1379-L1395"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.has_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Check whether the skeleton has a list of nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -934,13 +907,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.is_arborescence">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_arborescence</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.is_arborescence" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_arborescence</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.is_arborescence" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether this skeleton graph forms an arborescence.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.is_template">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_template</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.is_template" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_template</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.is_template" title="Permalink to this definition">#</a></dt>
 <dd><p>Return whether this skeleton is a template.</p>
 <p>If is_template is True, then the preview image and description are saved.
 If is_template is False, then the preview image and description are not saved.</p>
@@ -950,7 +923,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.load_all_hdf5">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_all_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">File</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1633-L1660"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_all_hdf5" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_all_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">File</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1633-L1660"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_all_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Load all skeletons found in the HDF5 file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -971,7 +944,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.load_hdf5">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">File</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1613-L1631"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_hdf5" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">File</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1613-L1631"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a specific skeleton (by name) from the HDF5 file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -988,7 +961,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.load_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1585-L1611"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_json" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1585-L1611"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Load a skeleton from a JSON file.</p>
 <p>This method will load the Skeleton from JSON file saved
 with; <a class="reference internal" href="#sleap.skeleton.Skeleton.save_json" title="sleap.skeleton.Skeleton.save_json"><code class="xref py py-meth docutils literal notranslate"><span class="pre">save_json()</span></code></a></p>
@@ -1012,7 +985,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.load_mat">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_mat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1737-L1769"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_mat" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">load_mat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1737-L1769"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.load_mat" title="Permalink to this definition">#</a></dt>
 <dd><p>Load the skeleton from a Matlab MAT file.</p>
 <p>This is to support backwards compatibility with old LEAP
 MATLAB code and datasets.</p>
@@ -1028,7 +1001,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.make_cattr">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_cattr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Converter</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L752-L779"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.make_cattr" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">make_cattr</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">idx_to_node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Converter</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L752-L779"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.make_cattr" title="Permalink to this definition">#</a></dt>
 <dd><p>Make cattr.Convert() for <a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Skeleton</span></code></a>.</p>
 <p>Make a cattr.Converter() that registers structure/unstructure
 hooks for Skeleton objects to handle serialization of skeletons.</p>
@@ -1045,7 +1018,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.matches">
-<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L649-L675"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.matches" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">matches</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L649-L675"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.matches" title="Permalink to this definition">#</a></dt>
 <dd><p>Compare this <a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Skeleton</span></code></a> to another, ignoring name and node identities.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1059,7 +1032,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.name">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.name" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.name" title="Permalink to this definition">#</a></dt>
 <dd><p>Get the name of the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1070,7 +1043,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.node_names">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">node_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.node_names" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">node_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.node_names" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of node names.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1081,7 +1054,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.node_to_index">
-<span class="sig-name descname"><span class="pre">node_to_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L973-L989"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.node_to_index" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">node_to_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L973-L989"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.node_to_index" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the index of the node, accepts either <a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Node</span></code></a> or name.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1098,7 +1071,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.nodes">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.nodes" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of :class:<a href="#id1"><span class="problematic" id="id2">`</span></a>Node`s.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1109,7 +1082,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.relabel_node">
-<span class="sig-name descname"><span class="pre">relabel_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1331-L1341"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.relabel_node" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">relabel_node</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">old_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1331-L1341"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.relabel_node" title="Permalink to this definition">#</a></dt>
 <dd><p>Relabel a single node to a new name.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1126,7 +1099,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.relabel_nodes">
-<span class="sig-name descname"><span class="pre">relabel_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mapping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1343-L1364"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.relabel_nodes" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">relabel_nodes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mapping</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1343-L1362"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.relabel_nodes" title="Permalink to this definition">#</a></dt>
 <dd><p>Relabel the nodes of the skeleton.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1144,7 +1117,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.rename_skeleton">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">rename_skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L816-L836"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.rename_skeleton" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">rename_skeleton</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">skeleton</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L816-L836"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.rename_skeleton" title="Permalink to this definition">#</a></dt>
 <dd><p>Make copy of skeleton with new name.</p>
 <p>This property is immutable because it is used to hash skeletons.
 If you want to rename a Skeleton you must use this class method.</p>
@@ -1167,7 +1140,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.save_all_hdf5">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save_all_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">File</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1671-L1697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_all_hdf5" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">save_all_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">File</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skeletons</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1671-L1697"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_all_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Convenience method to save a list of skeletons to HDF5 file.</p>
 <p>Skeletons are saved as attributes of a /skeleton group in the
 file.</p>
@@ -1189,7 +1162,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.save_hdf5">
-<span class="sig-name descname"><span class="pre">save_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">File</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1699-L1714"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_hdf5" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">File</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1699-L1714"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Wrapper for HDF5 saving which takes either filename or h5py.File.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1203,7 +1176,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.save_json">
-<span class="sig-name descname"><span class="pre">save_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1526-L1550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_json" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">save_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1526-L1550"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.save_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Save the <a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><code class="xref py py-class docutils literal notranslate"><span class="pre">Skeleton</span></code></a> as JSON file.</p>
 <p>Output the complete skeleton to a file in JSON format.</p>
 <dl class="field-list simple">
@@ -1228,13 +1201,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.symmetric_inds">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetric_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetric_inds" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetric_inds</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ndarray</span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetric_inds" title="Permalink to this definition">#</a></dt>
 <dd><p>Return the symmetric nodes as an array of indices.</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.symmetries">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetries</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetries" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetries</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetries" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of all symmetries without duplicates.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1245,7 +1218,7 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.symmetries_full">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetries_full</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetries_full" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetries_full</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetries_full" title="Permalink to this definition">#</a></dt>
 <dd><p>Get a list of all symmetries with keys and attributes.</p>
 <p>Note: The returned list will contain duplicates (node1, node2)
 and (node2, node1).</p>
@@ -1258,13 +1231,13 @@ <h2> Contents </h2>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.symmetry_names">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetry_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetry_names" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">symmetry_names</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#sleap.skeleton.Skeleton.symmetry_names" title="Permalink to this definition">#</a></dt>
 <dd><p>List of symmetry edges as tuples of node names.</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.to_dict">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1415-L1436"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.to_dict" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><span class="pre">Skeleton</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1415-L1436"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.to_dict" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert skeleton to dict; used for saving as JSON.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1288,7 +1261,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.Skeleton.to_json">
-<span class="sig-name descname"><span class="pre">to_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1482-L1524"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.to_json" title="Link to this definition">#</a></dt>
+<span class="sig-name descname"><span class="pre">to_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">node_to_idx</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#sleap.skeleton.Node" title="sleap.skeleton.Node"><span class="pre">Node</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L1482-L1524"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.Skeleton.to_json" title="Permalink to this definition">#</a></dt>
 <dd><p>Convert the <a class="reference internal" href="#sleap.skeleton.Skeleton" title="sleap.skeleton.Skeleton"><code class="xref py py-class docutils literal notranslate"><span class="pre">Skeleton</span></code></a> to a JSON representation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1311,7 +1284,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.skeleton.SkeletonDecoder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">SkeletonDecoder</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L88-L375"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">SkeletonDecoder</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L88-L375"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Replace jsonpickle.decode with our own decoder.</p>
 <p>This function will decode the following from jsonpickle’s encoded format:</p>
 <dl>
@@ -1358,7 +1331,7 @@ <h2> Contents </h2>
 <p>to the object with the same reconstruction id (from top to bottom).</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.SkeletonDecoder.decode">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L367-L375"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder.decode" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L367-L375"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder.decode" title="Permalink to this definition">#</a></dt>
 <dd><p>Decode the given json string into a dictionary.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
@@ -1369,7 +1342,7 @@ <h2> Contents </h2>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.SkeletonDecoder.decode_preview_image">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decode_preview_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img_b64</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_bytes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Image</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">bytes</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L318-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder.decode_preview_image" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">decode_preview_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img_b64</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_bytes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Image</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bytes</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L318-L338"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonDecoder.decode_preview_image" title="Permalink to this definition">#</a></dt>
 <dd><p>Decode a skeleton preview image byte string representation to a <code class="xref py py-obj docutils literal notranslate"><span class="pre">PIL.Image</span></code></p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1389,7 +1362,7 @@ <h2> Contents </h2>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="sleap.skeleton.SkeletonEncoder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">SkeletonEncoder</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L378-L581"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonEncoder" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">sleap.skeleton.</span></span><span class="sig-name descname"><span class="pre">SkeletonEncoder</span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L378-L581"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonEncoder" title="Permalink to this definition">#</a></dt>
 <dd><p>Replace jsonpickle.encode with our own encoder.</p>
 <p>The input is a dictionary containing python objects that need to be encoded as
 JSON strings. The output is a JSON string that represents the input dictionary.</p>
@@ -1419,7 +1392,7 @@ <h2> Contents </h2>
 referenced as <code class="xref py py-obj docutils literal notranslate"><span class="pre">{&quot;py/id&quot;:</span> <span class="pre">1}</span></code>.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="sleap.skeleton.SkeletonEncoder.encode">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L413-L430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonEncoder.encode" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">encode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/skeleton.py#L413-L430"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.skeleton.SkeletonEncoder.encode" title="Permalink to this definition">#</a></dt>
 <dd><p>Encodes the input dictionary as a JSON string.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1444,12 +1417,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -1458,7 +1435,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -1561,7 +1537,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -1588,8 +1563,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/api/sleap.util.html b/develop/api/sleap.util.html
index e88b93094..8a6b21b6c 100644
--- a/develop/api/sleap.util.html
+++ b/develop/api/sleap.util.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>sleap.util &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'api/sleap.util';</script>
     <link rel="canonical" href="/develop/api/sleap.util.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +273,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -363,15 +336,15 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="module-sleap.util">
-<span id="sleap-util"></span><h1>sleap.util<a class="headerlink" href="#module-sleap.util" title="Link to this heading">#</a></h1>
+<span id="sleap-util"></span><h1>sleap.util<a class="headerlink" href="#module-sleap.util" title="Permalink to this heading">#</a></h1>
 <p>A miscellaneous set of utility functions.</p>
 <p>Try not to put things in here unless they really have no other place.</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.attr_to_dtype">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">attr_to_dtype</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L66-L92"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.attr_to_dtype" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">attr_to_dtype</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L66-L92"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.attr_to_dtype" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts classes with basic types to numpy composite dtypes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -385,7 +358,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.dict_cut">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">dict_cut</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L223-L236"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.dict_cut" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">dict_cut</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L223-L236"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.dict_cut" title="Permalink to this definition">#</a></dt>
 <dd><p>Helper function for creating subdictionary by numeric indexing of items.</p>
 <p>Assumes that <code class="xref py py-obj docutils literal notranslate"><span class="pre">dict.items()</span></code> will have a fixed order.</p>
 <dl class="field-list simple">
@@ -404,7 +377,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.find_files_by_suffix">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">find_files_by_suffix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">root_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">depth</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">DirEntry</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L335-L368"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.find_files_by_suffix" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">find_files_by_suffix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">root_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suffix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">depth</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">DirEntry</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L335-L368"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.find_files_by_suffix" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns list of files matching suffix, optionally searching in subdirs.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -423,7 +396,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.frame_list">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">frame_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L160-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.frame_list" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">frame_list</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">frame_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L160-L177"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.frame_list" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts ‘n-m’ string to list of ints.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -437,7 +410,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.get_config_file">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">get_config_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shortname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_file_not_found</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L246-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.get_config_file" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">get_config_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shortname</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_file_not_found</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L246-L294"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.get_config_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns the full path to the specified config file.</p>
 <p>The config file will be at ~/.sleap/&lt;version&gt;/&lt;shortname&gt;</p>
 <p>If that file doesn’t yet exist, we’ll look for a &lt;shortname&gt; file inside
@@ -463,13 +436,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.get_package_file">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">get_package_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L239-L243"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.get_package_file" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">get_package_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L239-L243"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.get_package_file" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns full path to specified file within sleap package.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.json_dumps">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">json_dumps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L46-L63"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.json_dumps" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">json_dumps</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">d</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L46-L63"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.json_dumps" title="Permalink to this definition">#</a></dt>
 <dd><p>A simple wrapper around the JSON encoder we are using.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -486,7 +459,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.json_loads">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">json_loads</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L31-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.json_loads" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">json_loads</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L31-L43"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.json_loads" title="Permalink to this definition">#</a></dt>
 <dd><p>A simple wrapper around the JSON decoder we are using.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -500,7 +473,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.make_scoped_dictionary">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">make_scoped_dictionary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">flat_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_nones</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L310-L332"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.make_scoped_dictionary" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">make_scoped_dictionary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">flat_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_nones</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L310-L332"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.make_scoped_dictionary" title="Permalink to this definition">#</a></dt>
 <dd><p>Converts dictionary with scoped keys to dictionary of dictionaries.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -522,13 +495,13 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.parse_uri_path">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">parse_uri_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uri</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L371-L373"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.parse_uri_path" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">parse_uri_path</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uri</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L371-L373"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.parse_uri_path" title="Permalink to this definition">#</a></dt>
 <dd><p>Parse a URI starting with ‘<a class="reference external" href="file:///">file:///</a>’ to a posix path.</p>
 </dd></dl>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.save_dict_to_hdf5">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">save_dict_to_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h5file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">File</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dic</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L113-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.save_dict_to_hdf5" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">save_dict_to_hdf5</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h5file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">File</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dic</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L113-L157"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.save_dict_to_hdf5" title="Permalink to this definition">#</a></dt>
 <dd><p>Saves dictionary to an HDF5 file.</p>
 <p>Calls itself recursively if items in dictionary are not
 <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.ndarray</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.int64</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">np.float64</span></code>, <code class="xref py py-obj docutils literal notranslate"><span class="pre">str</span></code>, or bytes.
@@ -553,7 +526,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.uniquify">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">uniquify</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">seq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Hashable</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L180-L196"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.uniquify" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">uniquify</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">seq</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">Hashable</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">List</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L180-L196"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.uniquify" title="Permalink to this definition">#</a></dt>
 <dd><p>Returns unique elements from list, preserving order.</p>
 <p>Note: This will not work on Python 3.5 or lower since dicts don’t
 preserve order.</p>
@@ -570,7 +543,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.usable_cpu_count">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">usable_cpu_count</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L95-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.usable_cpu_count" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">usable_cpu_count</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">int</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L95-L110"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.usable_cpu_count" title="Permalink to this definition">#</a></dt>
 <dd><p>Gets number of CPUs usable by the current process.</p>
 <p>Takes into consideration cpusets restrictions.</p>
 <dl class="field-list simple">
@@ -582,7 +555,7 @@ <h2> Contents </h2>
 
 <dl class="py function">
 <dt class="sig sig-object py" id="sleap.util.weak_filename_match">
-<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">weak_filename_match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L199-L220"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.weak_filename_match" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">sleap.util.</span></span><span class="sig-name descname"><span class="pre">weak_filename_match</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename_a</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename_b</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">bool</span></span></span><a class="reference external" href="https://github.com/talmolab/sleap/blob/v1.4.1a2/sleap/util.py#L199-L220"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sleap.util.weak_filename_match" title="Permalink to this definition">#</a></dt>
 <dd><p>Check if paths probably point to same file.</p>
 <p>Compares the filename and names of two directories up.</p>
 <dl class="field-list simple">
@@ -606,12 +579,16 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -620,7 +597,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -662,7 +638,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -689,8 +664,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/datasets.html b/develop/datasets.html
index b13ab47eb..dbb889c00 100644
--- a/develop/datasets.html
+++ b/develop/datasets.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Datasets &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
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-    <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="_static/pygments.css" />
+    <link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="_static/doctools.js?v=9a2dae69"></script>
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-    <script src="_static/copybutton.js?v=f281be69"></script>
-    <script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+    <script src="_static/jquery.js"></script>
+    <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="_static/doctools.js"></script>
+    <script src="_static/sphinx_highlight.js"></script>
+    <script src="_static/clipboard.min.js"></script>
+    <script src="_static/copybutton.js"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'datasets';</script>
     <link rel="canonical" href="/develop/datasets.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Help" href="help.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +275,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -355,10 +330,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="datasets">
-<h1>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">#</a></h1>
+<h1>Datasets<a class="headerlink" href="#datasets" title="Permalink to this heading">#</a></h1>
 <p>Here we provide a number of sample and benchmark datasets that can be used for
 experimenting with or extending SLEAP.</p>
 <p>These datasets are all saved as <code class="docutils literal notranslate"><span class="pre">.pkg.slp</span></code> files, which are self-contained SLEAP labels
@@ -372,9 +347,9 @@ <h1>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">
 <p>Need a quick testing clip? <a class="reference external" href="https://storage.googleapis.com/sleap-data/sandbox/sleap-mice-demo/mice.mp4">Here’s a video of a pair of mice in a standard home cage setting.</a></p>
 </div>
 <section id="fly32">
-<h2><code class="docutils literal notranslate"><span class="pre">fly32</span></code><a class="headerlink" href="#fly32" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">fly32</span></code><a class="headerlink" href="#fly32" title="Permalink to this heading">#</a></h2>
 <p><img alt="fly32" src="_images/example.fly32.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -421,12 +396,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">fly32</span></c
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 <section id="flies13">
-<h2><code class="docutils literal notranslate"><span class="pre">flies13</span></code><a class="headerlink" href="#flies13" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">flies13</span></code><a class="headerlink" href="#flies13" title="Permalink to this heading">#</a></h2>
 <p><img alt="flies13" src="_images/example.flies13.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -473,12 +447,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">flies13</span><
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 <section id="mice-of">
-<h2><code class="docutils literal notranslate"><span class="pre">mice_of</span></code><a class="headerlink" href="#mice-of" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">mice_of</span></code><a class="headerlink" href="#mice-of" title="Permalink to this heading">#</a></h2>
 <p><img alt="mice_of" src="_images/example.mice_of.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -525,12 +498,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">mice_of</span><
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 <section id="mice-hc">
-<h2><code class="docutils literal notranslate"><span class="pre">mice_hc</span></code><a class="headerlink" href="#mice-hc" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">mice_hc</span></code><a class="headerlink" href="#mice-hc" title="Permalink to this heading">#</a></h2>
 <p><img alt="mice_hc" src="_images/example.mice_hc.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -577,12 +549,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">mice_hc</span><
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 <section id="bees">
-<h2><code class="docutils literal notranslate"><span class="pre">bees</span></code><a class="headerlink" href="#bees" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">bees</span></code><a class="headerlink" href="#bees" title="Permalink to this heading">#</a></h2>
 <p><img alt="bees" src="_images/example.bees.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -629,12 +600,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">bees</span></co
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 <section id="gerbils">
-<h2><code class="docutils literal notranslate"><span class="pre">gerbils</span></code><a class="headerlink" href="#gerbils" title="Link to this heading">#</a></h2>
+<h2><code class="docutils literal notranslate"><span class="pre">gerbils</span></code><a class="headerlink" href="#gerbils" title="Permalink to this heading">#</a></h2>
 <p><img alt="gerbils" src="_images/example.gerbils.jpg" /></p>
-<div class="pst-scrollable-table-container"><table class="table" style="width: 80%">
+<table class="table" style="width: 80%">
 <colgroup>
 <col style="width: 20.0%" />
 <col style="width: 80.0%" />
@@ -681,7 +651,6 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
 </tr>
 </tbody>
 </table>
-</div>
 </section>
 </section>
 
@@ -691,10 +660,11 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="api.html"
@@ -714,7 +684,10 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -723,7 +696,6 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -757,7 +729,6 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -784,8 +755,8 @@ <h2><code class="docutils literal notranslate"><span class="pre">gerbils</span><
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/docs/_static/bonsai-connection.jpg b/develop/docs/_static/bonsai-connection.jpg
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diff --git a/develop/genindex.html b/develop/genindex.html
index c65194a78..b133cd04a 100644
--- a/develop/genindex.html
+++ b/develop/genindex.html
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+
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+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
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+    <script src="_static/jquery.js"></script>
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-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="#" />
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@@ -58,23 +61,19 @@
 
   
   
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-  
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-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
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+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -96,23 +95,13 @@
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-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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 <a class="navbar-brand logo" href="index.html">
@@ -136,35 +122,23 @@
   
   
   
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-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- <script>
- document.write(`
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-    <span class="search-button__default-text">Search</span>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -173,8 +147,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
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@@ -185,9 +159,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -200,10 +175,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -223,7 +198,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -232,14 +207,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -297,22 +272,20 @@
 </div>
 
 
-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
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@@ -339,7 +312,7 @@ <h1></h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
 
 <h1 id="index">Index</h1>
@@ -1308,9 +1281,13 @@ <h2 id="D">D</h2>
 </li>
       <li><a href="api/sleap.nn.paf_grouping.html#sleap.nn.paf_grouping.EdgeConnection.dst_peak_ind">dst_peak_ind (sleap.nn.paf_grouping.EdgeConnection attribute)</a>
 </li>
-      <li><a href="api/sleap.io.video.html#sleap.io.video.HDF5Video.dtype">dtype (sleap.io.video.HDF5Video property)</a>
+      <li><a href="api/sleap.instance.html#sleap.instance.Point.dtype">dtype (sleap.instance.Point attribute)</a>
 
       <ul>
+        <li><a href="api/sleap.instance.html#sleap.instance.PredictedPoint.dtype">(sleap.instance.PredictedPoint attribute)</a>
+</li>
+        <li><a href="api/sleap.io.video.html#sleap.io.video.HDF5Video.dtype">(sleap.io.video.HDF5Video property)</a>
+</li>
         <li><a href="api/sleap.io.video.html#sleap.io.video.ImgStoreVideo.dtype">(sleap.io.video.ImgStoreVideo property)</a>
 </li>
         <li><a href="api/sleap.io.video.html#sleap.io.video.MediaVideo.dtype">(sleap.io.video.MediaVideo property)</a>
@@ -1972,10 +1949,10 @@ <h2 id="G">G</h2>
 </li>
       <li><a href="api/sleap.io.dataset.html#sleap.io.dataset.Labels.get_next_suggestion">get_next_suggestion() (sleap.io.dataset.Labels method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/sleap.info.write_tracking_h5.html#sleap.info.write_tracking_h5.get_nodes_as_np_strings">get_nodes_as_np_strings() (in module sleap.info.write_tracking_h5)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="api/sleap.info.write_tracking_h5.html#sleap.info.write_tracking_h5.get_occupancy_and_points_matrices">get_occupancy_and_points_matrices() (in module sleap.info.write_tracking_h5)</a>
 </li>
       <li><a href="api/sleap.util.html#sleap.util.get_package_file">get_package_file() (in module sleap.util)</a>
@@ -2022,6 +1999,8 @@ <h2 id="G">G</h2>
         <li><a href="api/sleap.io.dataset.html#sleap.io.dataset.LabelsDataCache.get_track_occupancy">(sleap.io.dataset.LabelsDataCache method)</a>
 </li>
       </ul></li>
+      <li><a href="api/sleap.info.summary.html#sleap.info.summary.StatisticSeries.get_tracking_score_series">get_tracking_score_series() (sleap.info.summary.StatisticSeries method)</a>
+</li>
       <li><a href="api/sleap.info.write_tracking_h5.html#sleap.info.write_tracking_h5.get_tracks_as_np_strings">get_tracks_as_np_strings() (in module sleap.info.write_tracking_h5)</a>
 </li>
       <li><a href="api/sleap.io.dataset.html#sleap.io.dataset.Labels.get_unlabeled_suggestion_inds">get_unlabeled_suggestion_inds() (sleap.io.dataset.Labels method)</a>
@@ -5736,12 +5715,16 @@ <h2 id="Z">Z</h2>
 
               
               
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@@ -5764,7 +5747,6 @@ <h2 id="Z">Z</h2>
   
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diff --git a/develop/guides/bonsai.html b/develop/guides/bonsai.html
new file mode 100644
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@@ -0,0 +1,512 @@
+
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+    <script>DOCUMENTATION_OPTIONS.pagename = 'guides/bonsai';</script>
+    <link rel="canonical" href="/develop/guides/bonsai.html" />
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="Notebooks" href="../notebooks/index.html" />
+    <link rel="prev" title="Running SLEAP remotely" href="remote.html" />
+  <meta name="viewport" content="width=device-width, initial-scale=1"/>
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+              
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+<div id="jb-print-docs-body" class="onlyprint">
+    <h1>Using Bonsai with SLEAP</h1>
+    <!-- Table of contents -->
+    <div id="print-main-content">
+        <div id="jb-print-toc">
+            
+            <div>
+                <h2> Contents </h2>
+            </div>
+            <nav aria-label="Page">
+                <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-a-sleap-trained-model">Exporting a SLEAP trained model</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#installing-bonsai-and-necessary-packages">Installing Bonsai and necessary packages</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#using-bonsai-sleap-modules">Using Bonsai SLEAP modules</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#top-down-model">Top-down model</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#top-down-id-model">Top-Down-ID model</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#single-instance-model">Single instance model</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#connecting-the-modules">Connecting the modules</a></li>
+</ul>
+            </nav>
+        </div>
+    </div>
+</div>
+
+              
+                
+<div id="searchbox"></div>
+                <article class="bd-article" role="main">
+                  
+  <section class="tex2jax_ignore mathjax_ignore" id="using-bonsai-with-sleap">
+<span id="bonsai"></span><h1>Using Bonsai with SLEAP<a class="headerlink" href="#using-bonsai-with-sleap" title="Permalink to this heading">#</a></h1>
+<p>Bonsai is a visual language for reactive programming and currently supports SLEAP models.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Currently Bonsai supports only single instance, top-down and top-down-id SLEAP models.</p>
+</div>
+<section id="exporting-a-sleap-trained-model">
+<h2>Exporting a SLEAP trained model<a class="headerlink" href="#exporting-a-sleap-trained-model" title="Permalink to this heading">#</a></h2>
+<p>Before we can import a trained model into Bonsai, we need to use the <code class="code docutils literal notranslate"><span class="pre">sleap-export</span></code> command to convert the model to a format supported by Bonsai. For example, to export a top-down-id model, the command is as follows:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sleap-export<span class="w"> </span>-m<span class="w"> </span>centroid/model/folder/path<span class="w"> </span>-m<span class="w"> </span>top_down_id/model/folder/path<span class="w"> </span>-e<span class="w"> </span>exported/model/path
+</pre></div>
+</div>
+<p>Please refer to the <a class="reference internal" href="cli.html#sleap-export"><span class="std std-ref">sleap-export</span></a> docs for more details on using the command.</p>
+<p>This will generate the necessary <code class="docutils literal notranslate"><span class="pre">.pb</span></code> file and other information files required by Bonsai. In this example, these files were saved to the specified <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder.</p>
+<p>The <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder will have a structure like the following:</p>
+<div class="highlight-plaintext notranslate"><div class="highlight"><pre><span></span>exported/model/path
+├── centroid_config.json
+├── confmap_config.json
+├── frozen_graph.pb
+└── info.json
+</pre></div>
+</div>
+</section>
+<section id="installing-bonsai-and-necessary-packages">
+<h2>Installing Bonsai and necessary packages<a class="headerlink" href="#installing-bonsai-and-necessary-packages" title="Permalink to this heading">#</a></h2>
+<ol class="arabic simple">
+<li><p>Install Bonsai. See the <a class="reference external" href="https://bonsai-rx.org/docs/articles/installation.html">Bonsai installation instructions</a>.</p></li>
+<li><p>Download and add the necessary packages for Bonsai to run with SLEAP. See the official <a class="reference external" href="https://github.com/bonsai-rx/sleap?tab=readme-ov-file#bonsai---sleap">Bonsai SLEAP documentation</a> for more information.</p></li>
+</ol>
+</section>
+<section id="using-bonsai-sleap-modules">
+<h2>Using Bonsai SLEAP modules<a class="headerlink" href="#using-bonsai-sleap-modules" title="Permalink to this heading">#</a></h2>
+<p>Once you have Bonsai installed with the required packages, you should be able to open the Bonsai application. The workflow must have a source module <code class="docutils literal notranslate"><span class="pre">FileCapture</span></code> which can be found in the toolbox search in the workflow editor. Provide the path to the video that was used to train the SLEAP model in the <code class="docutils literal notranslate"><span class="pre">FileName</span></code> field of the module.</p>
+<p><img alt="Bonsai FileCapture module" src="../_images/bonsai-filecapture.jpg" /></p>
+<section id="top-down-model">
+<h3>Top-down model<a class="headerlink" href="#top-down-model" title="Permalink to this heading">#</a></h3>
+<p>The top-down model requires both the <code class="docutils literal notranslate"><span class="pre">PredictCentroids</span></code> and the <code class="docutils literal notranslate"><span class="pre">PredictPoses</span></code> modules.</p>
+<p>The <code class="docutils literal notranslate"><span class="pre">PredictCentroids</span></code> module will predict the centroids of detections. There are two fields inside the <code class="docutils literal notranslate"><span class="pre">PredictCentroids</span></code> module: the <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field and the <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field. The <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field expects the path to the training config JSON file for the centroid model. The <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field expects the path to the <code class="docutils literal notranslate"><span class="pre">frozen_graph.pb</span></code> file in the <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder.</p>
+<p><img alt="Bonsai PredictCentroids module" src="../_images/bonsai-predictcentroids.jpg" /></p>
+<p>The <code class="docutils literal notranslate"><span class="pre">PredictPoses</span></code> module will predict the instances of detections. Similar to the <code class="docutils literal notranslate"><span class="pre">PredictCentroid</span></code> module, there are two fields inside the <code class="docutils literal notranslate"><span class="pre">PredictPoses</span></code> module: the <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field and the <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field. The <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field expects the path to the training config JSON file for the centered instance model. The <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field expects the path to the <code class="docutils literal notranslate"><span class="pre">frozen_graph.pb</span></code> file in the <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder.</p>
+<p><img alt="Bonsai PredictPoses module" src="../_images/bonsai-predictposes.jpg" /></p>
+</section>
+<section id="top-down-id-model">
+<h3>Top-Down-ID model<a class="headerlink" href="#top-down-id-model" title="Permalink to this heading">#</a></h3>
+<p>The <code class="docutils literal notranslate"><span class="pre">PredictPoseIdentities</span></code> module will predict the instances with identities. This module has two fields: the <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field and the <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field. The <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field expects the path to the training config JSON file for the top-down-id model. The <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field expects the path to the <code class="docutils literal notranslate"><span class="pre">frozen_graph.pb</span></code> file in the <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder.</p>
+<p><img alt="Bonsai PredictPoseIdentities module" src="../_images/bonsai-predictposeidentities.jpg" /></p>
+</section>
+<section id="single-instance-model">
+<h3>Single instance model<a class="headerlink" href="#single-instance-model" title="Permalink to this heading">#</a></h3>
+<p>The <code class="docutils literal notranslate"><span class="pre">PredictSinglePose</span></code> module will predict the poses for single instance models. This module also has two fields: the <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field and the <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field. The <code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code> field expects the path to the training config JSON file for the single instance model. The <code class="docutils literal notranslate"><span class="pre">ModelFileName</span></code> field expects the path to the <code class="docutils literal notranslate"><span class="pre">frozen_graph.pb</span></code> file in the <code class="docutils literal notranslate"><span class="pre">exported/model/path</span></code> folder.</p>
+</section>
+</section>
+<section id="connecting-the-modules">
+<h2>Connecting the modules<a class="headerlink" href="#connecting-the-modules" title="Permalink to this heading">#</a></h2>
+<p>Right-click on the <code class="docutils literal notranslate"><span class="pre">FileCapture</span></code> module and select <strong>Create Connection</strong>. Now click on the required SLEAP module to complete the connection.</p>
+<p><img alt="Bonsai module connection " src="../_images/bonsai-connection.jpg" /></p>
+<p>Once it is done, the workflow in Bonsai will look something like the following:</p>
+<p><img alt="Bonsai.SLEAP workflow" src="../_images/bonsai-workflow.jpg" /></p>
+<p>Now you can click the green start button to run the workflow and you can add more modules to analyze and visualize the results in Bonsai.</p>
+<p>For more documentation on various modules and workflows, please refer to the <a class="reference external" href="https://bonsai-rx.org/docs/articles/editor.html">official Bonsai docs</a>.</p>
+</section>
+</section>
+
+
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+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#exporting-a-sleap-trained-model">Exporting a SLEAP trained model</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#installing-bonsai-and-necessary-packages">Installing Bonsai and necessary packages</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#using-bonsai-sleap-modules">Using Bonsai SLEAP modules</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#top-down-model">Top-down model</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#top-down-id-model">Top-Down-ID model</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#single-instance-model">Single instance model</a></li>
+</ul>
+</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#connecting-the-modules">Connecting the modules</a></li>
+</ul>
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@@ -137,35 +125,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
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             <div class="bd-article-container">
               
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+              <div class="bd-header-article">
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +275,26 @@
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 </div></div>
       
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@@ -351,12 +326,12 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="configuring-models">
-<span id="choosing-models"></span><h1>Configuring models<a class="headerlink" href="#configuring-models" title="Link to this heading">#</a></h1>
+<span id="choosing-models"></span><h1>Configuring models<a class="headerlink" href="#configuring-models" title="Permalink to this heading">#</a></h1>
 <section id="model-type">
-<h2>Model type<a class="headerlink" href="#model-type" title="Link to this heading">#</a></h2>
+<h2>Model type<a class="headerlink" href="#model-type" title="Permalink to this heading">#</a></h2>
 <p>Training and inference will run in different modes depending on the output types of the models you supply. SLEAP currently support two distinct modes for multi-animal inference.</p>
 <ol class="arabic simple">
 <li><p>The “<strong>bottom-up</strong>” approach uses a single model which outputs <strong>confidence maps</strong> and <strong>part affinity fields</strong> for all instances in a given frame. The confidence maps are used to predict node locations and the part affinity fields are used to group nodes into distinct animal instances.</p></li>
@@ -365,7 +340,7 @@ <h2>Model type<a class="headerlink" href="#model-type" title="Link to this headi
 <p>Each approach has its advantages, and you may wish to try out both to see which gives you better results.</p>
 </section>
 <section id="hyperparameters">
-<h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to this heading">#</a></h2>
+<h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Permalink to this heading">#</a></h2>
 <p>You can configure the hyperparameters for training your model in the “Model Configuration” tabs of the Training Dialog:</p>
 <p><img alt="Model configuration" src="../_images/model-config.jpg" /></p>
 <p>Hover over each field to get an explanation. Here are some hyperparameters which are especially worth your attention:</p>
@@ -386,10 +361,11 @@ <h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to
 
               
               
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@@ -409,7 +385,10 @@ <h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to
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@@ -418,7 +397,6 @@ <h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to
               
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@@ -448,7 +426,6 @@ <h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to
   
   <div class="footer-item">
     
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@@ -475,8 +452,8 @@ <h2>Hyperparameters<a class="headerlink" href="#hyperparameters" title="Link to
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diff --git a/develop/guides/cli.html b/develop/guides/cli.html
index d003b684a..5e11a0c96 100644
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+++ b/develop/guides/cli.html
@@ -1,12 +1,13 @@
 
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@@ -99,21 +98,13 @@
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@@ -137,35 +125,23 @@
   
   
   
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
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 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
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 </div></div>
       
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@@ -378,15 +353,15 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="command-line-interfaces">
-<span id="cli"></span><h1>Command line interfaces<a class="headerlink" href="#command-line-interfaces" title="Link to this heading">#</a></h1>
+<span id="cli"></span><h1>Command line interfaces<a class="headerlink" href="#command-line-interfaces" title="Permalink to this heading">#</a></h1>
 <p>SLEAP provides several types of functionality accessible through a command prompt.</p>
 <section id="gui">
-<h2>GUI<a class="headerlink" href="#gui" title="Link to this heading">#</a></h2>
+<h2>GUI<a class="headerlink" href="#gui" title="Permalink to this heading">#</a></h2>
 <section id="sleap-label">
-<span id="id1"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-label</span></code><a class="headerlink" href="#sleap-label" title="Link to this heading">#</a></h3>
+<span id="id1"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-label</span></code><a class="headerlink" href="#sleap-label" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-label</span></code> runs the GUI application for labeling and viewing <code class="code docutils literal notranslate"><span class="pre">.slp</span></code> files.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-label [-h] [--nonnative] [--profiling] [--reset] [labels_path]
 
@@ -404,9 +379,9 @@ <h2>GUI<a class="headerlink" href="#gui" title="Link to this heading">#</a></h2>
 </section>
 </section>
 <section id="training">
-<h2>Training<a class="headerlink" href="#training" title="Link to this heading">#</a></h2>
+<h2>Training<a class="headerlink" href="#training" title="Permalink to this heading">#</a></h2>
 <section id="sleap-train">
-<span id="id2"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-train</span></code><a class="headerlink" href="#sleap-train" title="Link to this heading">#</a></h3>
+<span id="id2"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-train</span></code><a class="headerlink" href="#sleap-train" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-train</span></code> is the command-line interface for training. Use this for training on a remote machine/cluster/colab notebook instead of through the GUI.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-train [-h] [--video-paths VIDEO_PATHS] [--val_labels VAL_LABELS]
                    [--test_labels TEST_LABELS] [--tensorboard] [--save_viz] 
@@ -459,7 +434,7 @@ <h2>Training<a class="headerlink" href="#training" title="Link to this heading">
 </div>
 </section>
 <section id="sleap-export">
-<span id="id3"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-export</span></code><a class="headerlink" href="#sleap-export" title="Link to this heading">#</a></h3>
+<span id="id3"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-export</span></code><a class="headerlink" href="#sleap-export" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-export</span></code> is a command-line interface for exporting trained models as a TensorFlow graph for use in other applications. See <a class="reference external" href="https://www.tensorflow.org/guide/saved_model">this guide</a> for details on how TensorFlow saves models and the <a class="reference internal" href="../api/sleap.nn.inference.html#sleap.nn.inference.InferenceModel.export_model" title="sleap.nn.inference.InferenceModel.export_model"><span class="xref myst py py-meth"><code class="docutils literal notranslate"><span class="pre">sleap.nn.inference.InferenceModel.export_model</span></code></span></a> documentation.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-export [-h] [-m MODELS] [-e [EXPORT_PATH]]
 
@@ -482,9 +457,9 @@ <h2>Training<a class="headerlink" href="#training" title="Link to this heading">
 </section>
 </section>
 <section id="inference-and-tracking">
-<h2>Inference and Tracking<a class="headerlink" href="#inference-and-tracking" title="Link to this heading">#</a></h2>
+<h2>Inference and Tracking<a class="headerlink" href="#inference-and-tracking" title="Permalink to this heading">#</a></h2>
 <section id="sleap-track">
-<span id="id4"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-track</span></code><a class="headerlink" href="#sleap-track" title="Link to this heading">#</a></h3>
+<span id="id4"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-track</span></code><a class="headerlink" href="#sleap-track" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-track</span></code> is the command-line interface for running inference using models which have already been trained. Use this for running inference on a remote machine such as an HPC cluster or Colab notebook.</p>
 <p>If you specify how many identities there should be in a frame (i.e., the number of animals) with the <code class="code docutils literal notranslate"><span class="pre">--tracking.clean_instance_count</span></code> argument, then we will use a heuristic method to connect “breaks” in the track identities where we lose one identity and spawn another. This can be used as part of the inference pipeline (if models are specified), as part of the tracking-only pipeline (if the predictions file is specified and no models are specified), or by itself on predictions with pre-tracked identities (if you specify <code class="code docutils literal notranslate"><span class="pre">--tracking.tracker</span> <span class="pre">none</span></code>). See <a class="reference internal" href="proofreading.html#proofreading"><span class="std std-ref">Tracking and proofreading</span></a> for more details on tracking.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-track [-h] [-m MODELS] [--frames FRAMES] [--only-labeled-frames] [--only-suggested-frames] [-o OUTPUT] [--no-empty-frames]
@@ -601,7 +576,7 @@ <h2>Inference and Tracking<a class="headerlink" href="#inference-and-tracking" t
 </pre></div>
 </div>
 <section id="examples">
-<h4>Examples:<a class="headerlink" href="#examples" title="Link to this heading">#</a></h4>
+<h4>Examples:<a class="headerlink" href="#examples" title="Permalink to this heading">#</a></h4>
 <p><strong>1. Simple inference without tracking:</strong></p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>sleap-track -m &quot;models/my_model&quot; -o &quot;output_predictions.slp&quot; &quot;input_video.mp4&quot;
 </pre></div>
@@ -639,9 +614,9 @@ <h4>Examples:<a class="headerlink" href="#examples" title="Link to this heading"
 </section>
 </section>
 <section id="dataset-files">
-<h2>Dataset files<a class="headerlink" href="#dataset-files" title="Link to this heading">#</a></h2>
+<h2>Dataset files<a class="headerlink" href="#dataset-files" title="Permalink to this heading">#</a></h2>
 <section id="sleap-convert">
-<span id="id5"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-convert</span></code><a class="headerlink" href="#sleap-convert" title="Link to this heading">#</a></h3>
+<span id="id5"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-convert</span></code><a class="headerlink" href="#sleap-convert" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-convert</span></code> allows you to convert between various dataset file formats. Amongst other things, it can be used to export data from a SLEAP dataset into an HDF5 file that can be easily used for analysis (e.g., read from MATLAB). See <a class="reference internal" href="../api/sleap.io.convert.html#module-sleap.io.convert" title="sleap.io.convert"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sleap.io.convert</span></code></a> for more information.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-convert [-h] [-o OUTPUT] [--format FORMAT] [--video VIDEO]
                      input_path
@@ -686,10 +661,10 @@ <h2>Dataset files<a class="headerlink" href="#dataset-files" title="Link to this
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sleap</span><span class="o">-</span><span class="n">convert</span> <span class="o">--</span><span class="nb">format</span> <span class="n">analysis</span> <span class="o">-</span><span class="n">o</span> <span class="s2">&quot;session1.predictions.analysis.h5&quot;</span> <span class="s2">&quot;session1.predictions.slp&quot;</span>
 </pre></div>
 </div>
-<p>See <a class="reference internal" href="#../notebooks/Analysis_examples.html"><span class="xref myst">Analysis examples</span></a> for how to work with these outputs.</p>
+<p>See <span class="xref myst">Analysis examples</span> for how to work with these outputs.</p>
 </section>
 <section id="sleap-inspect">
-<span id="id6"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-inspect</span></code><a class="headerlink" href="#sleap-inspect" title="Link to this heading">#</a></h3>
+<span id="id6"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-inspect</span></code><a class="headerlink" href="#sleap-inspect" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-inspect</span></code> gives you various information about a SLEAP dataset file such as a list of videos and a count of the frames with labels. If you’re inspecting a predictions dataset (i.e., the output from running <code class="code docutils literal notranslate"><span class="pre">sleap-track</span></code> or inference in the GUI) it will also include details about how those predictions were created (i.e., the models, the version of SLEAP, and any inference parameters).</p>
 <p>You can also specify a model folder to get a quick summary of the configuration and metrics (if available).</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-inspect [-h] [--verbose] data_path
@@ -705,9 +680,9 @@ <h2>Dataset files<a class="headerlink" href="#dataset-files" title="Link to this
 </section>
 </section>
 <section id="rendering">
-<h2>Rendering<a class="headerlink" href="#rendering" title="Link to this heading">#</a></h2>
+<h2>Rendering<a class="headerlink" href="#rendering" title="Permalink to this heading">#</a></h2>
 <section id="sleap-render">
-<span id="id7"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-render</span></code><a class="headerlink" href="#sleap-render" title="Link to this heading">#</a></h3>
+<span id="id7"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-render</span></code><a class="headerlink" href="#sleap-render" title="Permalink to this heading">#</a></h3>
 <p><code class="code docutils literal notranslate"><span class="pre">sleap-render</span></code> allows you to render videos directly from the CLI. It is used to render video clips with Instances.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-render [-h] [-o OUTPUT] [-f FPS] [--scale SCALE] [--crop CROP] [--frames FRAMES] [--video-index VIDEO_INDEX] data_path
 positional arguments:
@@ -743,9 +718,9 @@ <h2>Rendering<a class="headerlink" href="#rendering" title="Link to this heading
 </section>
 </section>
 <section id="debugging">
-<h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading">#</a></h2>
+<h2>Debugging<a class="headerlink" href="#debugging" title="Permalink to this heading">#</a></h2>
 <section id="sleap-diagnostic">
-<span id="id8"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-diagnostic</span></code><a class="headerlink" href="#sleap-diagnostic" title="Link to this heading">#</a></h3>
+<span id="id8"></span><h3><code class="docutils literal notranslate"><span class="pre">sleap-diagnostic</span></code><a class="headerlink" href="#sleap-diagnostic" title="Permalink to this heading">#</a></h3>
 <p>There’s also a script to output diagnostic information which may help us if you need to contact us about problems installing or running SLEAP. If you were able to install the SLEAP Python package, you can run this script with <code class="code docutils literal notranslate"><span class="pre">sleap-diagnostic</span></code>. Otherwise, you can download <a class="reference external" href="https://raw.githubusercontent.com/talmolab/sleap/main/sleap/diagnostic.py">diagnostic.py</a> and run <code class="code docutils literal notranslate"><span class="pre">python</span> <span class="pre">diagnostic.py</span></code>.</p>
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span>usage: sleap-diagnostic [-h] [-o OUTPUT] [--gui-check]
 
@@ -770,10 +745,11 @@ <h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading
 
               
               
-              
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-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
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@@ -793,7 +769,10 @@ <h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
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@@ -802,7 +781,6 @@ <h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
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@@ -859,7 +837,6 @@ <h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -886,8 +863,8 @@ <h2>Debugging<a class="headerlink" href="#debugging" title="Link to this heading
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diff --git a/develop/guides/colab.html b/develop/guides/colab.html
index a456d2a8b..b3f7d0448 100644
--- a/develop/guides/colab.html
+++ b/develop/guides/colab.html
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+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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@@ -174,8 +150,8 @@
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@@ -186,9 +162,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
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@@ -351,21 +326,21 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="run-training-and-inference-on-colab">
-<span id="colab"></span><h1>Run training and inference on Colab<a class="headerlink" href="#run-training-and-inference-on-colab" title="Link to this heading">#</a></h1>
+<span id="colab"></span><h1>Run training and inference on Colab<a class="headerlink" href="#run-training-and-inference-on-colab" title="Permalink to this heading">#</a></h1>
 <p><em>Case: You already have a project with labeled training data and you’d like to run training or inference in a Colab notebook.</em></p>
 <p>Take a look at our <a class="reference external" href="https://sleap.ai/notebooks">example notebooks</a> which you can run on Colab! These will walk you through the entire process of running training and inference on Colab.</p>
 <section id="about-colab">
-<h2>About Colab<a class="headerlink" href="#about-colab" title="Link to this heading">#</a></h2>
+<h2>About Colab<a class="headerlink" href="#about-colab" title="Permalink to this heading">#</a></h2>
 <p><a class="reference external" href="https://colab.research.google.com/">Google Colaboratory</a> is a hosted service from Google that lets you run Python code (like SLEAP) on Google’s servers with access to GPUs for training and inference. It’s free!</p>
 <p>When you start running code in a notebook, Google connects your notebook to a virtual server instance. Think of this as a new computer with Python, TensorFlow and a few other things pre-installed. You can run things on this server instance for at most 12 hours (it will timeout sooner if idle but this depends on how much demand there is for Google’s servers).</p>
 <p>Once the server instance times out, you lose all the data that’s stored on the server instance. This means that you’ll need to install SLEAP from the notebook at the beginning of each new session, you’ll need to move your data to the server instance, and you’ll need to copy any results off the server instance when you’re done.</p>
 <p>You can also pay for <a class="reference external" href="https://colab.research.google.com/signup">Colab Pro</a> (currently available only in the US) which gives you priority access to better hardware and longer runtimes (they say 24 hours and more lenient idle timeouts).</p>
 </section>
 <section id="moving-data-to-from-colab">
-<h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-colab" title="Link to this heading">#</a></h2>
+<h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-colab" title="Permalink to this heading">#</a></h2>
 <p>The easiest way to work with your own data on Colab is to use <a class="reference external" href="https://www.google.com/drive/">Google Drive</a>. This is another service provided by Google. It’s also free! If your university has <a class="reference external" href="https://edu.google.com/products/gsuite-for-education/">G Suite for Education</a> you’ll have unlimited storage space.</p>
 <p>Google Drive is similar to Dropbox, Microsoft OneDrive, or Apple iCloud. You can install software and you’ll you get a special folder which is automatically synced: anything you copy into it will be available from other computers (using your account), and anything copied into it from elsewhere will automatically be downloaded into the folder on your computer.</p>
 <p>For training on your own data, it’s probably easiest to export a training job package from the <code class="xref py py-obj docutils literal notranslate"><span class="pre">sleap-label</span></code> GUI. The training job package will contain model files as well as all of your labeled data and all of the images for labeled frames within a single file, so that you don’t have to copy the full training videos and you don’t have to worry about paths to the videos.</p>
@@ -379,10 +354,11 @@ <h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-co
 
               
               
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@@ -411,7 +390,6 @@ <h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-co
               
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@@ -441,7 +419,6 @@ <h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-co
   
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@@ -468,8 +445,8 @@ <h2>Moving Data to/from Colab<a class="headerlink" href="#moving-data-to-from-co
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index 9ae6363f9..f90baa446 100644
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
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     <link rel="next" title="Running SLEAP remotely" href="remote.html" />
@@ -61,23 +64,19 @@
 
   
   
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
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-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -137,35 +125,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,22 +275,20 @@
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +315,10 @@ <h1>Creating a custom training profile</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="creating-a-custom-training-profile">
-<span id="custom-training"></span><h1>Creating a custom training profile<a class="headerlink" href="#creating-a-custom-training-profile" title="Link to this heading">#</a></h1>
+<span id="custom-training"></span><h1>Creating a custom training profile<a class="headerlink" href="#creating-a-custom-training-profile" title="Permalink to this heading">#</a></h1>
 <p><em>Case: You’ve created a project with training data on one computer, and you want to use a different computer for training models with custom hyperparameters.</em></p>
 <p>Hyperparameters include the model architecture, learning rate, and data augmentation settings. While model <strong>parameters</strong> are learned from your data during training, <strong>hyperparameters</strong> are not learned from your data—they have to be set before training since they control the training process.</p>
 <p>This guide will explain how to create a custom training profile but doesn’t cover how to decide what the hyperpameters should be. For more information about the hyperparameters, see our guide to <a class="reference internal" href="choosing-models.html#choosing-models"><span class="std std-ref">Configuring models</span></a>.</p>
@@ -380,10 +355,11 @@ <h1>Creating a custom training profile</h1>
 
               
               
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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 <div class="prev-next-area">
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@@ -403,7 +379,10 @@ <h1>Creating a custom training profile</h1>
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+</div></div>
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@@ -426,7 +405,6 @@ <h1>Creating a custom training profile</h1>
   
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@@ -453,8 +431,8 @@ <h1>Creating a custom training profile</h1>
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diff --git a/develop/guides/gui.html b/develop/guides/gui.html
index e3644f728..5d218ce76 100644
--- a/develop/guides/gui.html
+++ b/develop/guides/gui.html
@@ -1,12 +1,13 @@
 
+
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+<html lang="en" >
 
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     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>GUI &#8212; SLEAP (v1.4.1a2)</title>
   
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     <script>DOCUMENTATION_OPTIONS.pagename = 'guides/gui';</script>
     <link rel="canonical" href="/develop/guides/gui.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Command line interfaces" href="cli.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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     <div class="bd-container__inner bd-page-width">
       
-      
-      
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@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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- <script>
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-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,28 +275,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
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 document.write(`
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -362,17 +337,17 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="gui">
-<span id="id1"></span><h1>GUI<a class="headerlink" href="#gui" title="Link to this heading">#</a></h1>
+<span id="id1"></span><h1>GUI<a class="headerlink" href="#gui" title="Permalink to this heading">#</a></h1>
 <p>The SLEAP labeling interface is accessible via the <code class="code docutils literal notranslate"><span class="pre">sleap_label</span></code> command (see <a class="reference internal" href="cli.html#cli"><span class="std std-ref">Command line interfaces</span></a>).</p>
 <section id="menus">
-<h2>Menus<a class="headerlink" href="#menus" title="Link to this heading">#</a></h2>
+<h2>Menus<a class="headerlink" href="#menus" title="Permalink to this heading">#</a></h2>
 <p>Note that many of the menu command have keyboard shortcuts which can be configured from “<strong>Keyboard Reference</strong>” in the “<strong>Help</strong>” menu.</p>
 </section>
 <section id="file">
-<h2>File<a class="headerlink" href="#file" title="Link to this heading">#</a></h2>
+<h2>File<a class="headerlink" href="#file" title="Permalink to this heading">#</a></h2>
 <p>“<strong>New…</strong>”, “<strong>Open…</strong>”, “Save, and “<strong>Save As…</strong>” have their usual behavior.</p>
 <p>“<strong>Import…</strong>” allows you to import the data external formats into a new SLEAP dataset. This includes <a class="reference external" href="http://cocodataset.org/#format-data">COCO</a> keypoint detection (<code class="code docutils literal notranslate"><span class="pre">.json</span></code> files), <a class="reference external" href="http://deeplabcut.org">DeepLabCut</a> (<code class="code docutils literal notranslate"><span class="pre">.csv</span></code>), <a class="reference external" href="http://deepposekit.org">DeepPoseKit</a> (<code class="code docutils literal notranslate"><span class="pre">.h5</span></code>), and <a class="reference external" href="https://github.com/talmo/leap">LEAP</a> (<code class="code docutils literal notranslate"><span class="pre">.mat</span></code>).</p>
 <p>“<strong>Merge Data From…</strong>” allows you to copy labels and/or predictions from another SLEAP dataset into the currently open project. This is useful because you can only train on data from a single SLEAP dataset, so you may need to import data before training. For instance, suppose you’ve trained a model and use it to get predictions on another video. You then open the predictions file in the GUI and realize that you’d like to correct some of the predictions and add those corrections to your training data. You can do this by importing data from the predictions file into the SLEAP project which has your training data.</p>
@@ -380,7 +355,7 @@ <h2>File<a class="headerlink" href="#file" title="Link to this heading">#</a></h
 <p>“<strong>Replace Videos…</strong>” allows you to <em>swap</em> the videos currently in your project with other videos. This is useful if you want to have your project access copies of the videos at a different path, e.g., if you copy the videos between a network drive and a local drive and want to change which is used by your project. This can also be used if you want to replace you videos with copies that have been re-encoded, cropped, or edited in some other way that doesn’t affect the frame numbers (since your annotations will be placed directly on the corresponding frames of the new video).</p>
 </section>
 <section id="go">
-<h2>Go<a class="headerlink" href="#go" title="Link to this heading">#</a></h2>
+<h2>Go<a class="headerlink" href="#go" title="Permalink to this heading">#</a></h2>
 <p>“<strong>Next Labeled Frame</strong>” will take you to the next frame of the video which has any labeled data—either labels added by the user or predictions.</p>
 <p>“<strong>Next User Labeled Frame</strong>” will take you to the next frame which has labels added by the user, skipping any frames which are unlabeled or have only predictions.</p>
 <p>“<strong>Next Suggestion</strong>” will take you to the next frame in the list of suggested frames. If you are currently on a suggested frame, it will take you to the next frame in the list, which may not be a later frame in the video (or even a frame in the same video). If you are not currently on a suggested frame, it will take you to the nearest subsequent suggested frame.</p>
@@ -390,7 +365,7 @@ <h2>Go<a class="headerlink" href="#go" title="Link to this heading">#</a></h2>
 <p>“<strong>Select to Frame…</strong>” allows you to select the clip from the current frame to a specified frame. If you want to select from frames X to Y, you can use <strong>Go to</strong> to go to X then <strong>Select to</strong> to select from X to Y.</p>
 </section>
 <section id="view">
-<span id="id2"></span><h2>View<a class="headerlink" href="#view" title="Link to this heading">#</a></h2>
+<span id="id2"></span><h2>View<a class="headerlink" href="#view" title="Permalink to this heading">#</a></h2>
 <p>“<strong>Color Predicted Instances</strong>” allows you to toggle whether <em>predicted</em> instances are all shown in yellow, or whether to apply distinct colors to (e.g.) track identities. You should turn this on when proofreading predictions for a video.</p>
 <p>“<strong>Color Palette</strong>” allows you to choose the palette which will be used for coloring instances. Most of the palettes cycle colors, so that if there are five colors in the palette, the sixth item to color will be the same as the first. A few things to know:</p>
 <ul class="simple">
@@ -410,7 +385,7 @@ <h2>Go<a class="headerlink" href="#go" title="Link to this heading">#</a></h2>
 <p>“<strong>Videos</strong>”, “<strong>Skeleton</strong>”, “<strong>Instances</strong>”, and “<strong>Labeling Suggestions</strong>” allow you to toggle which information windows are shown (by default these are docked to the right side of the main GUI window).</p>
 </section>
 <section id="labels">
-<h2>Labels<a class="headerlink" href="#labels" title="Link to this heading">#</a></h2>
+<h2>Labels<a class="headerlink" href="#labels" title="Permalink to this heading">#</a></h2>
 <p>“<strong>Add Instance</strong>” will add an instance to the current frame. You can also add an instance by right-clicking within the frame. For predicted instances, you can also “convert” the predicted instance to a regular, editable instance by double-clicking on the predicted instance (the predictions are still there, but they won’t be shown unless you delete the editable instance you just created).</p>
 <p>“<strong>Instance Placement Method</strong>” allows you to pick how we determine where to place the instance and its nodes on the video frame. “Best” (the default) will first check for predicted instances in the current frame and create a new editable instance from one of the predicted instances (if you add multiple instances, it will do this for each predicted instance in turn). Otherwise, it will copy the location from another instance in a prior or the current frame, or will use a force-directed graph algorithm to place the nodes. You can also choose the “average” method which creates an “average” instance from the instances you’ve already labeled.</p>
 <p>“<strong>Delete Instance</strong>” will delete the currently selected instance (the selected instance will have an outline drawn around it and will be highlighted in the “Instances” window).</p>
@@ -423,7 +398,7 @@ <h2>Labels<a class="headerlink" href="#labels" title="Link to this heading">#</a
 <p>“<strong>Clear Selection</strong>” allows you to deselect the selected instance.</p>
 </section>
 <section id="predict">
-<h2>Predict<a class="headerlink" href="#predict" title="Link to this heading">#</a></h2>
+<h2>Predict<a class="headerlink" href="#predict" title="Permalink to this heading">#</a></h2>
 <p>“<strong>Run Training…</strong>” allows you to train a set of models from the data in your open project, and then optionally predict on some frames in the project.</p>
 <p>“<strong>Run Inference…</strong>” allows you to generate predictions using a pre-trained set of models. Any trained models in the <code class="docutils literal notranslate"><span class="pre">models</span></code> directory next to your current project will be listed, and you also have the option to select models saved elsewhere.</p>
 <p>“<strong>Evaluate Metrics for Trained Models…</strong>” provides you with information to evaluate all of your trained models. For example, you can see the recall and precision of predictions on frames with ground truth validation data (i.e., data withheld when training).</p>
@@ -437,14 +412,14 @@ <h2>Predict<a class="headerlink" href="#predict" title="Link to this heading">#<
 <p>“<strong>Export Video with Visual Annotations…</strong>” allows you to export a video clip with any instances drawn on the frame (much as you can see in the GUI). If you select a clip in the seekbar, just those frames will be included in the new video; otherwise the whole (current) video will be used.</p>
 </section>
 <section id="help">
-<h2>Help<a class="headerlink" href="#help" title="Link to this heading">#</a></h2>
+<h2>Help<a class="headerlink" href="#help" title="Permalink to this heading">#</a></h2>
 <p>“<strong>Keyboard Shortcuts</strong>” allows you to view and change keyboard shortcuts for common menu and GUI actions.</p>
 </section>
 <section id="application-gui">
-<h2>Application GUI<a class="headerlink" href="#application-gui" title="Link to this heading">#</a></h2>
+<h2>Application GUI<a class="headerlink" href="#application-gui" title="Permalink to this heading">#</a></h2>
 </section>
 <section id="mouse">
-<h2>Mouse<a class="headerlink" href="#mouse" title="Link to this heading">#</a></h2>
+<h2>Mouse<a class="headerlink" href="#mouse" title="Permalink to this heading">#</a></h2>
 <p><strong>Mouse wheel</strong> on image: zoom in / out</p>
 <p><strong>Left-click (hold) + drag</strong> on image: drag image</p>
 <p><strong>Right-click</strong> (or control + click) on node: Toggle visibility</p>
@@ -460,7 +435,7 @@ <h2>Mouse<a class="headerlink" href="#mouse" title="Link to this heading">#</a><
 <p><strong>Click</strong> elsewhere on image: Clear selection</p>
 </section>
 <section id="navigation-keys">
-<h2>Navigation Keys<a class="headerlink" href="#navigation-keys" title="Link to this heading">#</a></h2>
+<h2>Navigation Keys<a class="headerlink" href="#navigation-keys" title="Permalink to this heading">#</a></h2>
 <p><strong>Right arrow</strong>: Move one frame forward</p>
 <p><strong>Left arrow</strong>: Move one frame back</p>
 <p><strong>Control + Right arrow</strong>: Move a <em>medium</em> step forward (4 frames by default)</p>
@@ -476,7 +451,7 @@ <h2>Navigation Keys<a class="headerlink" href="#navigation-keys" title="Link to
 </div>
 </section>
 <section id="selection-keys">
-<span id="id3"></span><h2>Selection Keys<a class="headerlink" href="#selection-keys" title="Link to this heading">#</a></h2>
+<span id="id3"></span><h2>Selection Keys<a class="headerlink" href="#selection-keys" title="Permalink to this heading">#</a></h2>
 <p><em>Number</em> (e.g., <strong>2</strong>): Select the instance corresponding to that number</p>
 <p><strong>Control (hold)</strong> while instance is selected: Show color-coded list of numbered
 tracks (<strong>Show tracks legend</strong> key)</p>
@@ -484,14 +459,14 @@ <h2>Navigation Keys<a class="headerlink" href="#navigation-keys" title="Link to
 <p><strong>Escape</strong>: Deselect all instances</p>
 </section>
 <section id="seekbar">
-<h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#</a></h2>
+<h2>Seekbar<a class="headerlink" href="#seekbar" title="Permalink to this heading">#</a></h2>
 <p><strong>Shift + drag</strong>: Select a range of frames</p>
 <p><strong>Shift + left-click</strong>: Clear frame selection</p>
 <p><strong>Alt + left-click (hold) + drag</strong>: Zoom into a range of frames</p>
 <p><strong>Alt + left-click</strong>: Zoom out so that all frames are visible in seekbar</p>
 </section>
 <section id="labeling-suggestions">
-<span id="suggestion-methods"></span><h2>Labeling Suggestions<a class="headerlink" href="#labeling-suggestions" title="Link to this heading">#</a></h2>
+<span id="suggestion-methods"></span><h2>Labeling Suggestions<a class="headerlink" href="#labeling-suggestions" title="Permalink to this heading">#</a></h2>
 <p>There are various methods to generate a list “suggested” frames for labeling or proofreading.</p>
 <p>The <strong>sample</strong> method is a quick way to get some number of frames for every video in your project. You can tell it how many samples (frames) to take from each video, and whether they should be evenly spaced throughout a video (the “stride” sampling method) or randomly distributed.</p>
 <p>The <strong>image feature</strong> method uses various algorithms to give you visually distinctive frames, since you will be able to train more robust models if the frames you’ve labeled are more representative of the visual variations in your videos. Generating suggestions based on image features can be slow.</p>
@@ -506,10 +481,11 @@ <h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#<
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="index.html"
@@ -529,7 +505,10 @@ <h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#<
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -538,7 +517,6 @@ <h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#<
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -579,7 +557,6 @@ <h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#<
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -606,8 +583,8 @@ <h2>Seekbar<a class="headerlink" href="#seekbar" title="Link to this heading">#<
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/guides/index.html b/develop/guides/index.html
index 1fc606486..0c30ad800 100644
--- a/develop/guides/index.html
+++ b/develop/guides/index.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Guides &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
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-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'guides/index';</script>
     <link rel="canonical" href="/develop/guides/index.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="GUI" href="gui.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +275,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -343,6 +318,7 @@ <h2> Contents </h2>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#general">General</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#getting-better-results">Getting better results</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#running-remotely">Running remotely</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap-with-bonsai">SLEAP with Bonsai</a></li>
 </ul>
             </nav>
         </div>
@@ -352,17 +328,17 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="guides">
-<span id="id1"></span><h1>Guides<a class="headerlink" href="#guides" title="Link to this heading">#</a></h1>
+<span id="id1"></span><h1>Guides<a class="headerlink" href="#guides" title="Permalink to this heading">#</a></h1>
 <section id="general">
-<h2>General<a class="headerlink" href="#general" title="Link to this heading">#</a></h2>
+<h2>General<a class="headerlink" href="#general" title="Permalink to this heading">#</a></h2>
 <p><a class="reference internal" href="gui.html#gui"><span class="std std-ref">GUI</span></a> is a comprehensive list of the functionality in the SLEAP GUI for labeling, proofreading and inspection.</p>
 <p><a class="reference internal" href="cli.html#cli"><span class="std std-ref">Command line interfaces</span></a> describes the command line interfaces provided by SLEAP.</p>
 </section>
 <section id="getting-better-results">
-<h2>Getting better results<a class="headerlink" href="#getting-better-results" title="Link to this heading">#</a></h2>
+<h2>Getting better results<a class="headerlink" href="#getting-better-results" title="Permalink to this heading">#</a></h2>
 <p><a class="reference internal" href="troubleshooting-workflows.html"><span class="doc std std-doc">Troubleshooting workflows</span></a> provide a good place to start with suggestions based on how much you’ve labeled so far.</p>
 <p><a class="reference internal" href="skeletons.html#skeletons"><span class="std std-ref">Skeleton design</span></a> answers some questions about designing the skeleton for your animals.</p>
 <p><a class="reference internal" href="choosing-models.html#choosing-models"><span class="std std-ref">Configuring models</span></a> describes the types of models in SLEAP and how to configure them.</p>
@@ -370,11 +346,15 @@ <h2>Getting better results<a class="headerlink" href="#getting-better-results" t
 <p><a class="reference internal" href="proofreading.html#proofreading"><span class="std std-ref">Tracking and proofreading</span></a> provides tips and tools you can use to speed up proofreading when you’re happy enough with the frame-by-frame predictions but you need to correct the identities tracked across frames.</p>
 </section>
 <section id="running-remotely">
-<h2>Running remotely<a class="headerlink" href="#running-remotely" title="Link to this heading">#</a></h2>
+<h2>Running remotely<a class="headerlink" href="#running-remotely" title="Permalink to this heading">#</a></h2>
 <p><a class="reference internal" href="colab.html#colab"><span class="std std-ref">Run training and inference on Colab</span></a> when you have a project with labeled training data and you’d like to run training or inference in a <strong>Colab</strong> notebook.</p>
 <p><a class="reference internal" href="remote.html#remote-train"><span class="std std-ref">Remote training</span></a> when you have a project with training data and you want to train on a different machine using a <strong>command-line interface</strong>.</p>
 <p><a class="reference internal" href="custom-training.html#custom-training"><span class="std std-ref">Creating a custom training profile</span></a> for creating <strong>custom training profiles</strong> (i.e., non-default model hyperparameters) from the GUI.</p>
 <p><a class="reference internal" href="remote.html#remote-inference"><span class="std std-ref">Remote inference</span></a> when you trained models and you want to run inference on a different machine using a <strong>command-line interface</strong>.</p>
+</section>
+<section id="sleap-with-bonsai">
+<h2>SLEAP with Bonsai<a class="headerlink" href="#sleap-with-bonsai" title="Permalink to this heading">#</a></h2>
+<p><a class="reference internal" href="bonsai.html#bonsai"><span class="std std-ref">Using Bonsai with SLEAP</span></a> when you want to analyze the trained SLEAP model to visualize the poses, centroids and identities for further visual analysis.</p>
 <div class="toctree-wrapper compound">
 </div>
 </section>
@@ -386,10 +366,11 @@ <h2>Running remotely<a class="headerlink" href="#running-remotely" title="Link t
 
               
               
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@@ -428,6 +411,7 @@ <h2>Running remotely<a class="headerlink" href="#running-remotely" title="Link t
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#general">General</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#getting-better-results">Getting better results</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#running-remotely">Running remotely</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#sleap-with-bonsai">SLEAP with Bonsai</a></li>
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@@ -449,7 +433,6 @@ <h2>Running remotely<a class="headerlink" href="#running-remotely" title="Link t
   
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+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +150,8 @@
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 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
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@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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@@ -224,7 +201,7 @@
 
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@@ -340,10 +315,10 @@ <h1>Importing predictions for labeling</h1>
               
                 
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   <section id="importing-predictions-for-labeling">
-<span id="merging"></span><h1>Importing predictions for labeling<a class="headerlink" href="#importing-predictions-for-labeling" title="Link to this heading">#</a></h1>
+<span id="merging"></span><h1>Importing predictions for labeling<a class="headerlink" href="#importing-predictions-for-labeling" title="Permalink to this heading">#</a></h1>
 <p><em>Case: You have predictions that aren’t in the same project as your original training data and you want to correct some of the predictions and use these corrections to train a better model.</em></p>
 <p>All of your training data must be in a single SLEAP project file (or labels package), so if you have data in multiple files, you’ll need to merge them before you can train on the entire set of data.</p>
 <p>When you run inference from the GUI, the predictions will be added to the same project as your training data (they’ll also be saved in a separate file). When you run inference from the command-line, they’ll only be in a separate file.</p>
@@ -364,10 +339,11 @@ <h1>Importing predictions for labeling</h1>
 
               
               
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@@ -174,8 +150,8 @@
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@@ -186,9 +162,10 @@
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@@ -201,10 +178,10 @@
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@@ -224,7 +201,7 @@
 
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@@ -355,17 +330,17 @@ <h2> Contents </h2>
               
                 
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   <section class="tex2jax_ignore mathjax_ignore" id="tracking-and-proofreading">
-<span id="proofreading"></span><h1>Tracking and proofreading<a class="headerlink" href="#tracking-and-proofreading" title="Link to this heading">#</a></h1>
+<span id="proofreading"></span><h1>Tracking and proofreading<a class="headerlink" href="#tracking-and-proofreading" title="Permalink to this heading">#</a></h1>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p><em>Case: You’re happy enough with the frame-by-frame predictions but you need to correct the identities tracked across frames.</em></p>
 <p>The basics of <a class="reference internal" href="../tutorials/proofreading.html#track-proofreading"><span class="std std-ref">Track proofreading</span></a> are covered in the <a class="reference internal" href="../tutorials/tutorial.html#tutorial"><span class="std std-ref">Tutorial</span></a>. You should go read that if you haven’t already. Here we’ll go into more details.</p>
 </div>
 <section id="tracking-methods">
-<span id="tracking-method-details"></span><h2>Tracking methods<a class="headerlink" href="#tracking-methods" title="Link to this heading">#</a></h2>
+<span id="tracking-method-details"></span><h2>Tracking methods<a class="headerlink" href="#tracking-methods" title="Permalink to this heading">#</a></h2>
 <p>The process of predicting instances frame-by-frame and the process of putting these together into <strong>tracks</strong> (i.e., identities across frames) are distinct, although it’s common to run them together during the inference pipeline. Obviously you can only track identities after you’ve predicted instances, but once you have predictions, it’s easy to then run tracking by itself to try out different methods and parameters.</p>
 <p>If you’re getting poor results, you may want to try out different methods and parameters. Changing the <strong>track window</strong> and the <strong>similarity</strong> method—both explained below—can make a big difference.</p>
 <p>The tracker will go through the predictions frame by frame and try to match instances on frame N to candidates which already have track identities assigned. These candidates are generated from a certain number of frames immediately prior to frame N (what we refer to as the “tracking window”).</p>
@@ -396,11 +371,11 @@ <h2> Contents </h2>
 <p>Once you have the desired number of instances in every frame, SLEAP connects identities with a simple heuristic: if exactly one track identity was dropped from frame N and exactly one new track identity was added in frame N+1, it matches up the dropped and the new tracks.</p>
 </section>
 <section id="more-training-data">
-<h2>More training data?<a class="headerlink" href="#more-training-data" title="Link to this heading">#</a></h2>
+<h2>More training data?<a class="headerlink" href="#more-training-data" title="Permalink to this heading">#</a></h2>
 <p>Often your models will fail to predict <em>all</em> of the instances on <em>all</em> of the frames. Even if you’re happy enough with the result since you can interpolate missing data, it’s possible that the missing instances will cause problems when we try to determine track identities across frames, so if your tracking results are poor, you may wish to <a class="reference internal" href="merging.html#merging"><span class="std std-ref">Importing predictions for labeling</span></a>.</p>
 </section>
 <section id="the-track-cleaning-script">
-<h2>The “track cleaning” script<a class="headerlink" href="#the-track-cleaning-script" title="Link to this heading">#</a></h2>
+<h2>The “track cleaning” script<a class="headerlink" href="#the-track-cleaning-script" title="Permalink to this heading">#</a></h2>
 <p>There’s an experimental command-line utility which tries to match up lost identities. You need to give it a predictions file which already has track assignments, and specify how many instances there should be. It looks for frames where there’s exactly one lost identity and exactly one newly spawned identity, and it joins these into a single track. Suppose you have a predictions file at <code class="code docutils literal notranslate"><span class="pre">path/to/predictions.h5</span></code> and you want to end up with three distinct tracks. You can run</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">python</span> <span class="o">-</span><span class="n">m</span> <span class="n">sleap</span><span class="o">.</span><span class="n">info</span><span class="o">.</span><span class="n">trackcleaner</span> <span class="n">path</span><span class="o">/</span><span class="n">to</span><span class="o">/</span><span class="n">predictions</span><span class="o">.</span><span class="n">h5</span> <span class="o">-</span><span class="n">c</span> <span class="mi">3</span>
 </pre></div>
@@ -409,7 +384,7 @@ <h2>The “track cleaning” script<a class="headerlink" href="#the-track-cleani
 <p>The main worry is that this script will connect identities which should be distinct, so that in place of <strong>lost</strong> identities you’ll now have more <strong>mistaken</strong> identities, which can be harder to locate when proofreading. Tools and techniques for finding <strong>mistaken</strong> identities during proofreading are explained below.</p>
 </section>
 <section id="color-palettes">
-<h2>Color palettes<a class="headerlink" href="#color-palettes" title="Link to this heading">#</a></h2>
+<h2>Color palettes<a class="headerlink" href="#color-palettes" title="Permalink to this heading">#</a></h2>
 <p>When you’re proofreading track identities, the first step should always be to enable “<strong>Color Predicted Instances</strong>” in the View menu. Choosing the right color palette can also make a difference. If there are a small number of instances you’re tracking, the “five+” palette will make it easier to see instances which were assigned to later tracks, both in on the video frame:</p>
 <img alt="../_images/orange-leg.jpg" src="../_images/orange-leg.jpg" />
 <p>and on the seekbar:</p>
@@ -418,7 +393,7 @@ <h2>Color palettes<a class="headerlink" href="#color-palettes" title="Link to th
 <p>Sometimes the background in the video will make it hard to see certain colors in a palette. It’s possible to edit palettes, as explained in the <a class="reference internal" href="gui.html#view"><span class="std std-ref">View</span></a> menu section of the <a class="reference internal" href="gui.html#gui"><span class="std std-ref">GUI</span></a>.</p>
 </section>
 <section id="id1">
-<h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#</a></h2>
+<h2>Proofreading<a class="headerlink" href="#id1" title="Permalink to this heading">#</a></h2>
 <p>As discussed in the <a class="reference internal" href="../tutorials/proofreading.html#track-proofreading"><span class="std std-ref">Track proofreading</span></a> section of the <a class="reference internal" href="../tutorials/tutorial.html#tutorial"><span class="std std-ref">Tutorial</span></a>, there are two main types of mistakes made by the tracking code: lost identities and mistaken
 identities.</p>
 <p><strong>Lost Identities:</strong> The code may fail to identity an instance in one
@@ -449,7 +424,7 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
 switching the tracks in one frame will also be applied in all subsequent frames.</p>
 </section>
 <section id="orientation">
-<span id="id2"></span><h2>Orientation<a class="headerlink" href="#orientation" title="Link to this heading">#</a></h2>
+<span id="id2"></span><h2>Orientation<a class="headerlink" href="#orientation" title="Permalink to this heading">#</a></h2>
 <p>In some cases it may be difficult to see the orientation of the predicted instances. You can make it easier to see the orientation by changing the style of the edges drawn between nodes from thin lines (as shown above) to <strong>wedges</strong>, as shown here:</p>
 <img alt="../_images/wedges.jpg" src="../_images/wedges.jpg" />
 <p>The wedges point from each <strong>source</strong> node to its <strong>destination</strong> node(s) in your skeleton. You can set the edge style using the “<strong>Edge Style</strong>” submenu in the “View” menu.</p>
@@ -462,10 +437,11 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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@@ -485,7 +461,10 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
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+</div></div>
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+
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@@ -494,7 +473,6 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
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@@ -528,7 +506,6 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
   
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@@ -555,8 +532,8 @@ <h2>Proofreading<a class="headerlink" href="#id1" title="Link to this heading">#
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-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
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diff --git a/develop/guides/remote.html b/develop/guides/remote.html
index aa1665570..8ff2f559b 100644
--- a/develop/guides/remote.html
+++ b/develop/guides/remote.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Running SLEAP remotely &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,43 +15,45 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
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+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
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     <script>DOCUMENTATION_OPTIONS.pagename = 'guides/remote';</script>
     <link rel="canonical" href="/develop/guides/remote.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Notebooks" href="../notebooks/index.html" />
+    <link rel="next" title="Using Bonsai with SLEAP" href="bonsai.html" />
     <link rel="prev" title="Creating a custom training profile" href="custom-training.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -61,23 +64,19 @@
 
   
   
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-  
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
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-
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     <div class="bd-container__inner bd-page-width">
       
-      
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@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
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 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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   <span class="fa-solid fa-bars"></span>
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@@ -298,28 +275,26 @@
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-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -351,12 +326,12 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="running-sleap-remotely">
-<span id="remote"></span><h1>Running SLEAP remotely<a class="headerlink" href="#running-sleap-remotely" title="Link to this heading">#</a></h1>
+<span id="remote"></span><h1>Running SLEAP remotely<a class="headerlink" href="#running-sleap-remotely" title="Permalink to this heading">#</a></h1>
 <section id="remote-training">
-<span id="remote-train"></span><h2>Remote training<a class="headerlink" href="#remote-training" title="Link to this heading">#</a></h2>
+<span id="remote-train"></span><h2>Remote training<a class="headerlink" href="#remote-training" title="Permalink to this heading">#</a></h2>
 <p><em>Case: You already have a project with training data and you want to train on a different machine using a command-line interface.</em></p>
 <p>You need three things to run training:</p>
 <ol class="arabic simple">
@@ -386,7 +361,7 @@ <h2> Contents </h2>
 </div>
 </section>
 <section id="remote-inference">
-<span id="id1"></span><h2>Remote inference<a class="headerlink" href="#remote-inference" title="Link to this heading">#</a></h2>
+<span id="id1"></span><h2>Remote inference<a class="headerlink" href="#remote-inference" title="Permalink to this heading">#</a></h2>
 <p><em>Case: You already have models and you want to run inference on a different machine using a command-line interface.</em></p>
 <p>Here’s what you need to run inference:</p>
 <ol class="arabic simple">
@@ -433,10 +408,11 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="custom-training.html"
@@ -448,15 +424,18 @@ <h2> Contents </h2>
       </div>
     </a>
     <a class="right-next"
-       href="../notebooks/index.html"
+       href="bonsai.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Notebooks</p>
+        <p class="prev-next-title">Using Bonsai with SLEAP</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -465,7 +444,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -495,7 +473,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -522,8 +499,8 @@ <h2> Contents </h2>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/guides/skeletons.html b/develop/guides/skeletons.html
index cda4a727b..dc330e1b3 100644
--- a/develop/guides/skeletons.html
+++ b/develop/guides/skeletons.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Skeleton design &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
   </script>
   
   <!-- Loaded before other Sphinx assets -->
-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/pydata-sphinx-theme.css?digest=e353d410970836974a52" rel="stylesheet" />
 
   
-  <link href="../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
-  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
-<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-brands-400.woff2" />
+<link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-regular-400.woff2" />
 
-    <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
+    <link rel="stylesheet" href="../_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
+    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
-  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
-<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
-  <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
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-    <script src="../_static/doctools.js?v=9a2dae69"></script>
-    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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-    <script src="../_static/copybutton.js?v=f281be69"></script>
-    <script src="../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
+  <link rel="preload" as="script" href="../_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
+    <script src="../_static/clipboard.min.js"></script>
+    <script src="../_static/copybutton.js"></script>
+    <script src="../_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'guides/skeletons';</script>
     <link rel="canonical" href="/develop/guides/skeletons.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Configuring models" href="choosing-models.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +275,26 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -350,10 +325,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="skeleton-design">
-<span id="skeletons"></span><h1>Skeleton design<a class="headerlink" href="#skeleton-design" title="Link to this heading">#</a></h1>
+<span id="skeletons"></span><h1>Skeleton design<a class="headerlink" href="#skeleton-design" title="Permalink to this heading">#</a></h1>
 <p>In SLEAP, skeletons are defined as a set of <em>nodes</em> (landmarks types) and <em>edges</em>
 (connections between landmarks).</p>
 <p><strong>Nodes</strong> are essentially just a list of body part names. The actual naming doesn’t
@@ -364,7 +339,7 @@ <h2> Contents </h2>
 serve primarily for visualization.</p>
 <p>In bottom-up models, the edges are important and must connect all nodes to one another.</p>
 <section id="tips">
-<h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h2>
+<h2>Tips<a class="headerlink" href="#tips" title="Permalink to this heading">#</a></h2>
 <p><strong>How do I choose the best skeleton for my data?</strong></p>
 <p>In general, here are the rules of thumb you want to follow for designing an ideal
 skeleton:</p>
@@ -390,10 +365,11 @@ <h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="troubleshooting-workflows.html"
@@ -413,7 +389,10 @@ <h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -422,7 +401,6 @@ <h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -451,7 +429,6 @@ <h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -478,8 +455,8 @@ <h2>Tips<a class="headerlink" href="#tips" title="Link to this heading">#</a></h
   </div>
   
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/guides/training.html b/develop/guides/training.html
index 8e0b34b86..a3d3dc022 100644
--- a/develop/guides/training.html
+++ b/develop/guides/training.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Training with GUI &#8212; SLEAP (v1.4.1a2)</title>
   
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+
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+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
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     <link rel="canonical" href="/develop/guides/training.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -59,23 +62,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -97,23 +96,13 @@
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 </form></div>
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-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
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-      
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@@ -127,9 +116,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +123,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +160,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +176,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +199,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +208,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,22 +273,20 @@
 </div>
 
 
-
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
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-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +313,10 @@ <h1>Training with GUI</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="training-with-gui">
-<h1>Training with GUI<a class="headerlink" href="#training-with-gui" title="Link to this heading">#</a></h1>
+<h1>Training with GUI<a class="headerlink" href="#training-with-gui" title="Permalink to this heading">#</a></h1>
 <p>To run training, select “<strong>Run Training…</strong>” from the “Predict”
 menu. This trains new models using the frames that you’ve already
 labeled in your project, and then uses these models to predict instances
@@ -398,12 +371,16 @@ <h1>Training with GUI<a class="headerlink" href="#training-with-gui" title="Link
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -426,7 +403,6 @@ <h1>Training with GUI<a class="headerlink" href="#training-with-gui" title="Link
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -453,8 +429,8 @@ <h1>Training with GUI<a class="headerlink" href="#training-with-gui" title="Link
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
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+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/guides/troubleshooting-workflows.html b/develop/guides/troubleshooting-workflows.html
index ee0fb7b36..964a35e46 100644
--- a/develop/guides/troubleshooting-workflows.html
+++ b/develop/guides/troubleshooting-workflows.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Troubleshooting workflows &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Skeleton design" href="skeletons.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
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-</div>
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-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
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-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- <script>
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+</li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Guides</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="cli.html">Command line interfaces</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -298,22 +275,20 @@
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +315,10 @@ <h1>Troubleshooting workflows</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="troubleshooting-workflows">
-<h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workflows" title="Link to this heading">#</a></h1>
+<h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workflows" title="Permalink to this heading">#</a></h1>
 <p>SLEAP can work with any type of data, but sometimes it may be helpful to tweak certain
 configurations or try out different parameters to improve performance.</p>
 <p>For the majority of cases, we recommend following these steps based on how far along you
@@ -371,10 +346,11 @@ <h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workfl
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="cli.html"
@@ -394,7 +370,10 @@ <h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workfl
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -417,7 +396,6 @@ <h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workfl
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -444,8 +422,8 @@ <h1>Troubleshooting workflows<a class="headerlink" href="#troubleshooting-workfl
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/help.html b/develop/help.html
index 59b5e200f..e37c38147 100644
--- a/develop/help.html
+++ b/develop/help.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
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     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Help &#8212; SLEAP (v1.4.1a2)</title>
   
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+  <link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=e353d410970836974a52" />
+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
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+    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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+    <script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'help';</script>
     <link rel="canonical" href="/develop/help.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="prev" title="Datasets" href="datasets.html" />
@@ -60,23 +63,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
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     <div class="search-button__overlay"></div>
@@ -98,21 +97,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
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     <div class="bd-container__inner bd-page-width">
       
-      
-      
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@@ -126,9 +117,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
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-
-  
-    
   
 
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@@ -136,35 +124,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
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-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -173,8 +149,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -185,9 +161,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -200,10 +177,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -223,7 +200,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -232,14 +209,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -297,28 +274,26 @@
 </div>
 
 
-
 <script>
 document.write(`
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
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-
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 document.write(`
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -372,38 +347,38 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="help">
-<h1>Help<a class="headerlink" href="#help" title="Link to this heading">#</a></h1>
+<h1>Help<a class="headerlink" href="#help" title="Permalink to this heading">#</a></h1>
 <p>Stuck? Can’t get SLEAP to run? Crashing? Try the recommended tips below.</p>
 <section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Link to this heading">#</a></h2>
+<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this heading">#</a></h2>
 <section id="i-cant-get-sleap-to-install">
-<h3>I can’t get SLEAP to install!<a class="headerlink" href="#i-cant-get-sleap-to-install" title="Link to this heading">#</a></h3>
+<h3>I can’t get SLEAP to install!<a class="headerlink" href="#i-cant-get-sleap-to-install" title="Permalink to this heading">#</a></h3>
 <p>Have you tried all of the steps in the <a class="reference internal" href="installation.html"><span class="doc std std-doc">installation instructions</span></a>?</p>
 <p>If so, please feel free to <a class="reference external" href="https://github.com/talmolab/sleap/discussions">start a discussion</a> or <a class="reference external" href="https://github.com/talmolab/sleap/issues">open an issue</a> and tell us how you’re trying to install it, what error messages you’re getting and which operating system you’re on.</p>
 </section>
 <section id="can-i-install-it-on-a-computer-without-a-gpu">
-<h3>Can I install it on a computer without a GPU?<a class="headerlink" href="#can-i-install-it-on-a-computer-without-a-gpu" title="Link to this heading">#</a></h3>
+<h3>Can I install it on a computer without a GPU?<a class="headerlink" href="#can-i-install-it-on-a-computer-without-a-gpu" title="Permalink to this heading">#</a></h3>
 <p>Yes! You can install SLEAP as you normally would using the <code class="docutils literal notranslate"><span class="pre">conda</span></code> or <code class="docutils literal notranslate"><span class="pre">pip</span></code>-based methods and the GPU support will be ignored.</p>
 </section>
 <section id="what-if-i-already-have-cuda-set-up-on-my-system">
-<h3>What if I already have CUDA set up on my system?<a class="headerlink" href="#what-if-i-already-have-cuda-set-up-on-my-system" title="Link to this heading">#</a></h3>
-<p>You can use the system CUDA installation by simply using the <a class="reference internal" href="installation.html#pip-package"><span class="std std-ref"></span></a> installation method.</p>
+<h3>What if I already have CUDA set up on my system?<a class="headerlink" href="#what-if-i-already-have-cuda-set-up-on-my-system" title="Permalink to this heading">#</a></h3>
+<p>You can use the system CUDA installation by simply using the <span class="xref myst"></span> installation method.</p>
 <p>Note that you will need to use a version compatible with <strong>TensorFlow 2.6+</strong> (<strong>CUDA Toolkit v11.3</strong> and <strong>cuDNN v8.2</strong>).</p>
 </section>
 </section>
 <section id="usage">
-<h2>Usage<a class="headerlink" href="#usage" title="Link to this heading">#</a></h2>
+<h2>Usage<a class="headerlink" href="#usage" title="Permalink to this heading">#</a></h2>
 <section id="how-do-i-use-sleap">
-<h3>How do I use SLEAP?<a class="headerlink" href="#how-do-i-use-sleap" title="Link to this heading">#</a></h3>
+<h3>How do I use SLEAP?<a class="headerlink" href="#how-do-i-use-sleap" title="Permalink to this heading">#</a></h3>
 <p>If you’re new to pose tracking in general, check out <a class="reference external" href="https://cbmm.mit.edu/video/decoding-animal-behavior-through-pose-tracking">this talk</a> or our review in <em><a class="reference external" href="https://rdcu.be/caH3H">Nature Neuroscience</a></em>.</p>
 <p>If you’re just new to SLEAP, we suggest starting with the <a class="reference internal" href="overview.html#high-level-overview"><span class="std std-ref">Overview</span></a> and then following the <a class="reference internal" href="tutorials/tutorial.html#tutorial"><span class="std std-ref">Tutorial</span></a>.</p>
 <p>Once you get the hang of it, check out the <a class="reference internal" href="guides/index.html#guides"><span class="std std-ref">Guides</span></a> for more detailed info.</p>
 </section>
 <section id="does-my-data-need-to-be-in-a-particular-format">
-<span id="reencoding"></span><h3>Does my data need to be in a particular format?<a class="headerlink" href="#does-my-data-need-to-be-in-a-particular-format" title="Link to this heading">#</a></h3>
+<span id="reencoding"></span><h3>Does my data need to be in a particular format?<a class="headerlink" href="#does-my-data-need-to-be-in-a-particular-format" title="Permalink to this heading">#</a></h3>
 <p>SLEAP supports a large number of formats, including all video formats and imported data from DeepLabCut and others.</p>
 <p>Many types of video acquisition software, however, do not save videos in a format suitable for computer vision-based processing. A very common issue is that videos are not <strong>reliably seekable</strong>, meaning that you may not get the same data when trying to read a particular frame index. This is because many video formats are optimized for realtime and sequential playback and save space by reconstructing the image using data in adjacent frames. The consequence is that you may not get the exact same image depending on what the last frame you read was. Check out <a class="reference external" href="http://blog.loopbio.com/video-io-1-introduction.html">this blog post</a> for more details.</p>
 <p>If you think you may be affected by this issue, or just want to be safe, re-encode your videos using the following command:</p>
@@ -422,35 +397,35 @@ <h3>How do I use SLEAP?<a class="headerlink" href="#how-do-i-use-sleap" title="L
 <p>If you don’t have <code class="docutils literal notranslate"><span class="pre">ffmpeg</span></code> on your system, you can install it using <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">install</span> <span class="pre">ffmpeg</span></code> or by downloading it from the <a class="reference external" href="https://ffmpeg.org/download.html">official website</a>.</p>
 </section>
 <section id="i-get-strange-results-where-the-poses-appear-to-be-correct-but-shifted-relative-to-the-image">
-<h3>I get strange results where the poses appear to be correct but shifted relative to the image.<a class="headerlink" href="#i-get-strange-results-where-the-poses-appear-to-be-correct-but-shifted-relative-to-the-image" title="Link to this heading">#</a></h3>
+<h3>I get strange results where the poses appear to be correct but shifted relative to the image.<a class="headerlink" href="#i-get-strange-results-where-the-poses-appear-to-be-correct-but-shifted-relative-to-the-image" title="Permalink to this heading">#</a></h3>
 <p>This is most likely an issue with the video compression format. <a class="reference internal" href="#reencoding"><span class="std std-ref">See above</span></a>.</p>
 </section>
 <section id="how-do-i-get-predictions-out">
-<h3>How do I get predictions out?<a class="headerlink" href="#how-do-i-get-predictions-out" title="Link to this heading">#</a></h3>
+<h3>How do I get predictions out?<a class="headerlink" href="#how-do-i-get-predictions-out" title="Permalink to this heading">#</a></h3>
 <p>See <a class="reference internal" href="tutorials/analysis.html#export-analysis"><span class="std std-ref">Export Data For Analysis</span></a> and <a class="reference internal" href="guides/cli.html#sleap-convert"><span class="std std-ref">sleap-convert</span></a>.</p>
 </section>
 <section id="what-do-i-do-with-the-output-of-sleap">
-<h3>What do I do with the output of SLEAP?<a class="headerlink" href="#what-do-i-do-with-the-output-of-sleap" title="Link to this heading">#</a></h3>
+<h3>What do I do with the output of SLEAP?<a class="headerlink" href="#what-do-i-do-with-the-output-of-sleap" title="Permalink to this heading">#</a></h3>
 <p>Check out the <a class="reference internal" href="notebooks/Analysis_examples.html"><span class="doc std std-doc">Analysis examples</span></a> notebooks.</p>
 </section>
 </section>
 <section id="getting-more-help">
-<h2>Getting more help<a class="headerlink" href="#getting-more-help" title="Link to this heading">#</a></h2>
+<h2>Getting more help<a class="headerlink" href="#getting-more-help" title="Permalink to this heading">#</a></h2>
 <section id="ive-found-a-bug-or-have-another-problem">
-<h3>I’ve found a bug or have another problem!<a class="headerlink" href="#ive-found-a-bug-or-have-another-problem" title="Link to this heading">#</a></h3>
+<h3>I’ve found a bug or have another problem!<a class="headerlink" href="#ive-found-a-bug-or-have-another-problem" title="Permalink to this heading">#</a></h3>
 <p>Feel free to <a class="reference external" href="https://github.com/talmolab/sleap/discussions">start a discussion</a> to get help from the developers and community.
 Or <a class="reference external" href="https://github.com/talmolab/sleap/issues">open an issue</a> and we’ll get back to you as soon as we can!</p>
 </section>
 <section id="can-i-just-talk-to-someone">
-<h3>Can I just talk to someone?<a class="headerlink" href="#can-i-just-talk-to-someone" title="Link to this heading">#</a></h3>
+<h3>Can I just talk to someone?<a class="headerlink" href="#can-i-just-talk-to-someone" title="Permalink to this heading">#</a></h3>
 <p>SLEAP is a complex machine learning system intended for general use, so it’s possible that we failed to consider the specifics of the situation in which you may be interested in using it with.</p>
 <p>Feel free to reach out to us at <code class="docutils literal notranslate"><span class="pre">talmo&#64;salk.edu</span></code> if you have a question that isn’t covered here.</p>
 </section>
 </section>
 <section id="improving-sleap">
-<h2>Improving SLEAP<a class="headerlink" href="#improving-sleap" title="Link to this heading">#</a></h2>
+<h2>Improving SLEAP<a class="headerlink" href="#improving-sleap" title="Permalink to this heading">#</a></h2>
 <section id="how-can-i-help-improve-sleap">
-<h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-improve-sleap" title="Link to this heading">#</a></h3>
+<h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-improve-sleap" title="Permalink to this heading">#</a></h3>
 <ul>
 <li><p>Tell your friends about SLEAP! We also love to hear stories about what worked or didn’t work, or your experience if you came from other software tools (<code class="docutils literal notranslate"><span class="pre">talmo&#64;salk.edu</span></code>).</p></li>
 <li><p><a class="reference external" href="https://www.nature.com/articles/s41592-022-01426-1">Cite our paper</a>! Here’s a BibTeX citation for your reference manager:</p>
@@ -492,7 +467,7 @@ <h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-imp
 </ul>
 </section>
 <section id="what-is-usage-data">
-<span id="usage-data"></span><h3>What is usage data?<a class="headerlink" href="#what-is-usage-data" title="Link to this heading">#</a></h3>
+<span id="usage-data"></span><h3>What is usage data?<a class="headerlink" href="#what-is-usage-data" title="Permalink to this heading">#</a></h3>
 <p>To help us improve SLEAP, you may allow us to collect basic and <strong>anonymous</strong> usage data. If enabled from the <strong>Help</strong> menu, the SLEAP GUI will transmit information such as which version of Python and operating system you are running SLEAP on.</p>
 <p>This helps us understand on which types of computers SLEAP is being used so we can ensure that our software is maximally accessible to the broadest userbase possible, for example, by telling us whether it’s safe to update our dependencies without breaking SLEAP for most users. Collecting usage data also helps us get a sense for how often SLEAP is being used so that we can report its impact to external grant funding agencies.</p>
 <p>You can opt out at any time from the menu (this preference will be stored). If you want to prevent these data from being shared with us, you can launch the GUI with <code class="docutils literal notranslate"><span class="pre">sleap-label</span> <span class="pre">--no-usage-data</span></code>. Usage data is only shared when the GUI is used, not the API or CLIs. You can check out the <a class="reference external" href="https://github.com/talmolab/sleap/blob/main/sleap/gui/web.py">source code</a> to see exactly what data is collected.</p>
@@ -506,10 +481,11 @@ <h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-imp
 
               
               
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@@ -520,7 +496,10 @@ <h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-imp
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@@ -581,7 +559,6 @@ <h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-imp
   
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@@ -608,8 +585,8 @@ <h3>How can I help improve SLEAP?<a class="headerlink" href="#how-can-i-help-imp
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diff --git a/develop/index.html b/develop/index.html
index 5eb43068a..b722007cc 100644
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+
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@@ -60,23 +63,19 @@
 
   
   
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 </form></div>
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@@ -138,35 +124,23 @@
   
   
   
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-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -175,8 +149,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -187,9 +161,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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+</li>
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 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -202,10 +177,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
-</details></li>
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 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -225,7 +200,7 @@
 
       </div>
       
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@@ -361,15 +334,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="social-leap-estimates-animal-poses-sleap">
-<h1>Social LEAP Estimates Animal Poses (SLEAP)<a class="headerlink" href="#social-leap-estimates-animal-poses-sleap" title="Link to this heading">#</a></h1>
-<a class="reference internal image-reference" href="https://sleap.ai/docs/_static/sleap_movie.gif"><img alt="https://sleap.ai/docs/_static/sleap_movie.gif" src="https://sleap.ai/docs/_static/sleap_movie.gif" style="width: 600px;" />
-</a>
+<h1>Social LEAP Estimates Animal Poses (SLEAP)<a class="headerlink" href="#social-leap-estimates-animal-poses-sleap" title="Permalink to this heading">#</a></h1>
+<a class="reference internal image-reference" href="https://sleap.ai/docs/_static/sleap_movie.gif"><img alt="https://sleap.ai/docs/_static/sleap_movie.gif" src="https://sleap.ai/docs/_static/sleap_movie.gif" style="width: 600px;" /></a>
 <p><strong>SLEAP</strong> is an open source deep-learning based framework for multi-animal pose tracking <a class="reference external" href="https://www.nature.com/articles/s41592-022-01426-1">(Pereira et al., Nature Methods, 2022)</a>. It can be used to track any type or number of animals and includes an advanced labeling/training GUI for active learning and proofreading.</p>
 <section id="features">
-<h2>Features<a class="headerlink" href="#features" title="Link to this heading">#</a></h2>
+<h2>Features<a class="headerlink" href="#features" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p>Easy, one-line installation with support for all OSes</p></li>
 <li><p>Purpose-built GUI and human-in-the-loop workflow for rapidly labeling large datasets</p></li>
@@ -382,11 +354,11 @@ <h2>Features<a class="headerlink" href="#features" title="Link to this heading">
 </ul>
 </section>
 <section id="get-some-sleap">
-<h2>Get some SLEAP<a class="headerlink" href="#get-some-sleap" title="Link to this heading">#</a></h2>
+<h2>Get some SLEAP<a class="headerlink" href="#get-some-sleap" title="Permalink to this heading">#</a></h2>
 <p>SLEAP is installed as a Python package. We strongly recommend using <a class="reference external" href="https://https://docs.conda.io/en/latest/miniconda.html">Miniconda</a> to install SLEAP in its own environment.</p>
 <p>You can find the latest version of SLEAP in the <a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a> page.</p>
 <section id="quick-install">
-<h3>Quick install<a class="headerlink" href="#quick-install" title="Link to this heading">#</a></h3>
+<h3>Quick install<a class="headerlink" href="#quick-install" title="Permalink to this heading">#</a></h3>
 <p><code class="xref py py-obj docutils literal notranslate"><span class="pre">conda</span></code> <strong>(Windows/Linux/GPU)</strong>:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-y<span class="w"> </span>-n<span class="w"> </span>sleap<span class="w"> </span>-c<span class="w"> </span>conda-forge<span class="w"> </span>-c<span class="w"> </span>nvidia<span class="w"> </span>-c<span class="w"> </span>sleap<span class="w"> </span>-c<span class="w"> </span>anaconda<span class="w"> </span>sleap
 </pre></div>
@@ -399,7 +371,7 @@ <h3>Quick install<a class="headerlink" href="#quick-install" title="Link to this
 </section>
 </section>
 <section id="learn-to-sleap">
-<h2>Learn to SLEAP<a class="headerlink" href="#learn-to-sleap" title="Link to this heading">#</a></h2>
+<h2>Learn to SLEAP<a class="headerlink" href="#learn-to-sleap" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p><strong>Learn step-by-step</strong>: <a class="reference external" href="https://sleap.ai/tutorials/tutorial.html">Tutorial</a></p></li>
 <li><p><strong>Learn more advanced usage</strong>: <a class="reference external" href="https://sleap.ai/guides/">Guides</a> and <a class="reference external" href="https://sleap.ai/notebooks/">Notebooks</a></p></li>
@@ -409,7 +381,7 @@ <h2>Learn to SLEAP<a class="headerlink" href="#learn-to-sleap" title="Link to th
 </ul>
 </section>
 <section id="references">
-<h2>References<a class="headerlink" href="#references" title="Link to this heading">#</a></h2>
+<h2>References<a class="headerlink" href="#references" title="Permalink to this heading">#</a></h2>
 <p>SLEAP is the successor to the single-animal pose estimation software <a class="reference external" href="https://github.com/talmo/leap">LEAP</a> (<a class="reference external" href="https://www.nature.com/articles/s41592-018-0234-5">Pereira et al., Nature Methods, 2019</a>).</p>
 <p>If you use SLEAP in your research, please cite:</p>
 <blockquote>
@@ -450,7 +422,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 </div>
 </section>
 <section id="contact">
-<h2>Contact<a class="headerlink" href="#contact" title="Link to this heading">#</a></h2>
+<h2>Contact<a class="headerlink" href="#contact" title="Permalink to this heading">#</a></h2>
 <p>Follow <a class="reference external" href="https://twitter.com/talmop">&#64;talmop</a> on Twitter for news and updates!</p>
 <p><strong>Technical issue with the software?</strong></p>
 <ol class="arabic simple">
@@ -462,7 +434,7 @@ <h2>Contact<a class="headerlink" href="#contact" title="Link to this heading">#<
 Reach out to <code class="xref py py-obj docutils literal notranslate"><span class="pre">talmo&#64;salk.edu</span></code>.</p>
 </section>
 <section id="contributors">
-<span id="id2"></span><h2>Contributors<a class="headerlink" href="#contributors" title="Link to this heading">#</a></h2>
+<span id="id2"></span><h2>Contributors<a class="headerlink" href="#contributors" title="Permalink to this heading">#</a></h2>
 <ul class="simple">
 <li><p><strong>Talmo Pereira</strong>, Salk Institute for Biological Studies</p></li>
 <li><p><strong>Liezl Maree</strong>, Salk Institute for Biological Studies</p></li>
@@ -482,11 +454,11 @@ <h2>Contact<a class="headerlink" href="#contact" title="Link to this heading">#<
 </ul>
 </section>
 <section id="license">
-<h2>License<a class="headerlink" href="#license" title="Link to this heading">#</a></h2>
+<h2>License<a class="headerlink" href="#license" title="Permalink to this heading">#</a></h2>
 <p>SLEAP is released under a <a class="reference external" href="https://raw.githubusercontent.com/talmolab/sleap/main/LICENSE">Clear BSD License</a> and is intended for research/academic use only. For commercial use, please contact: Laurie Tzodikov (Assistant Director, Office of Technology Licensing), Princeton University, 609-258-7256.</p>
 </section>
 <section id="sleap-documentation">
-<h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="Link to this heading">#</a></h2>
+<h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="Permalink to this heading">#</a></h2>
 <div class="toctree-wrapper compound" id="sleap">
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Home</a></li>
@@ -511,10 +483,11 @@ <h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="right-next"
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@@ -525,7 +498,10 @@ <h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
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@@ -534,7 +510,6 @@ <h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -573,7 +548,6 @@ <h2>SLEAP Documentation<a class="headerlink" href="#sleap-documentation" title="
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
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diff --git a/develop/installation.html b/develop/installation.html
index 65282257f..25047de96 100644
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+++ b/develop/installation.html
@@ -1,12 +1,13 @@
 
+
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+<html lang="en" >
 
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-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
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     <link rel="next" title="Tutorial" href="tutorials/tutorial.html" />
@@ -62,23 +65,19 @@
 
   
   
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-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
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+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
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@@ -100,21 +99,13 @@
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 </form></div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
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-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
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     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
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-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -138,35 +126,23 @@
   
   
   
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-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -175,8 +151,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -187,9 +163,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -202,10 +179,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -225,7 +202,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
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+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
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@@ -299,28 +276,26 @@
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@@ -364,10 +339,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="installation">
-<h1>Installation<a class="headerlink" href="#installation" title="Link to this heading">#</a></h1>
+<h1>Installation<a class="headerlink" href="#installation" title="Permalink to this heading">#</a></h1>
 <p>SLEAP can be installed as a Python package on Windows, Linux, and Mac OS. For quick install using conda, see below:</p>
 <div class="sphinx-tabs docutils container">
 <div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-0-V2luZG93cyBhbmQgTGludXg=" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-0-V2luZG93cyBhbmQgTGludXg=" name="V2luZG93cyBhbmQgTGludXg=" role="tab" tabindex="0">Windows and Linux</button><button aria-controls="panel-0-TWFjIE9T" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-0-TWFjIE9T" name="TWFjIE9T" role="tab" tabindex="-1">Mac OS</button></div><div aria-labelledby="tab-0-V2luZG93cyBhbmQgTGludXg=" class="sphinx-tabs-panel group-tab" id="panel-0-V2luZG93cyBhbmQgTGludXg=" name="V2luZG93cyBhbmQgTGludXg=" role="tabpanel" tabindex="0"><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-y<span class="w"> </span>-n<span class="w"> </span>sleap<span class="w"> </span>-c<span class="w"> </span>conda-forge<span class="w"> </span>-c<span class="w"> </span>nvidia<span class="w"> </span>-c<span class="w"> </span>sleap<span class="w"> </span>-c<span class="w"> </span>anaconda<span class="w"> </span><span class="nv">sleap</span><span class="o">=</span><span class="m">1</span>.4.1a2
@@ -413,7 +388,7 @@ <h1>Installation<a class="headerlink" href="#installation" title="Link to this h
 </div></div>
 </div>
 <section id="package-manager">
-<h2><a class="toc-backref" href="#id2" role="doc-backlink">Package Manager</a><a class="headerlink" href="#package-manager" title="Link to this heading">#</a></h2>
+<h2><a class="toc-backref" href="#id2" role="doc-backlink">Package Manager</a><a class="headerlink" href="#package-manager" title="Permalink to this heading">#</a></h2>
 <p>SLEAP requires many complex dependencies, so we <strong>strongly</strong> recommend using a package manager such as <a class="reference external" href="https://github.com/conda-forge/miniforge">Miniforge</a> or <a class="reference external" href="https://docs.anaconda.com/free/miniconda/">Miniconda</a> to install SLEAP in its own isolated environment.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
@@ -430,7 +405,7 @@ <h2><a class="toc-backref" href="#id2" role="doc-backlink">Package Manager</a><a
 </div>
 <p>If you don’t have a <code class="docutils literal notranslate"><span class="pre">conda</span></code> package manager installation, here are some quick install options:</p>
 <section id="miniforge-recommended">
-<h3><a class="toc-backref" href="#id3" role="doc-backlink">Miniforge (recommended)</a><a class="headerlink" href="#miniforge-recommended" title="Link to this heading">#</a></h3>
+<h3><a class="toc-backref" href="#id3" role="doc-backlink">Miniforge (recommended)</a><a class="headerlink" href="#miniforge-recommended" title="Permalink to this heading">#</a></h3>
 <p>Miniforge is a minimal installer for conda that includes the <code class="docutils literal notranslate"><span class="pre">conda</span></code> package manager and is maintained by the <a class="reference external" href="https://conda-forge.org">conda-forge</a> community. The only difference between Miniforge and Miniconda is that Miniforge uses the <code class="docutils literal notranslate"><span class="pre">conda-forge</span></code> channel by default, which provides a much wider selection of community-maintained packages.</p>
 <div class="sphinx-tabs docutils container">
 <div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-2-V2luZG93cw==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-2-V2luZG93cw==" name="V2luZG93cw==" role="tab" tabindex="0">Windows</button><button aria-controls="panel-2-TGludXg=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-TGludXg=" name="TGludXg=" role="tab" tabindex="-1">Linux</button><button aria-controls="panel-2-TWFjIChBcHBsZSBTaWxpY29uKQ==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-TWFjIChBcHBsZSBTaWxpY29uKQ==" name="TWFjIChBcHBsZSBTaWxpY29uKQ==" role="tab" tabindex="-1">Mac (Apple Silicon)</button><button aria-controls="panel-2-TWFjIChJbnRlbCk=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-2-TWFjIChJbnRlbCk=" name="TWFjIChJbnRlbCk=" role="tab" tabindex="-1">Mac (Intel)</button></div><div aria-labelledby="tab-2-V2luZG93cw==" class="sphinx-tabs-panel group-tab" id="panel-2-V2luZG93cw==" name="V2luZG93cw==" role="tabpanel" tabindex="0"><p>Open a new PowerShell terminal (does not need to be admin) and enter:</p>
@@ -452,7 +427,7 @@ <h3><a class="toc-backref" href="#id3" role="doc-backlink">Miniforge (recommende
 </div></div>
 </section>
 <section id="miniconda">
-<h3><a class="toc-backref" href="#id4" role="doc-backlink">Miniconda</a><a class="headerlink" href="#miniconda" title="Link to this heading">#</a></h3>
+<h3><a class="toc-backref" href="#id4" role="doc-backlink">Miniconda</a><a class="headerlink" href="#miniconda" title="Permalink to this heading">#</a></h3>
 <p>This is a minimal installer for conda that includes the <code class="docutils literal notranslate"><span class="pre">conda</span></code> package manager and is maintained by the <a class="reference external" href="https://www.anaconda.com">Anaconda</a> company.</p>
 <div class="sphinx-tabs docutils container">
 <div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-3-V2luZG93cw==" aria-selected="true" class="sphinx-tabs-tab group-tab" id="tab-3-V2luZG93cw==" name="V2luZG93cw==" role="tab" tabindex="0">Windows</button><button aria-controls="panel-3-TGludXg=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-TGludXg=" name="TGludXg=" role="tab" tabindex="-1">Linux</button><button aria-controls="panel-3-TWFjIChBcHBsZSBTaWxpY29uKQ==" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-TWFjIChBcHBsZSBTaWxpY29uKQ==" name="TWFjIChBcHBsZSBTaWxpY29uKQ==" role="tab" tabindex="-1">Mac (Apple Silicon)</button><button aria-controls="panel-3-TWFjIChJbnRlbCk=" aria-selected="false" class="sphinx-tabs-tab group-tab" id="tab-3-TWFjIChJbnRlbCk=" name="TWFjIChJbnRlbCk=" role="tab" tabindex="-1">Mac (Intel)</button></div><div aria-labelledby="tab-3-V2luZG93cw==" class="sphinx-tabs-panel group-tab" id="panel-3-V2luZG93cw==" name="V2luZG93cw==" role="tabpanel" tabindex="0"><p>Open a new PowerShell terminal (does not need to be admin) and enter:</p>
@@ -476,7 +451,7 @@ <h3><a class="toc-backref" href="#id4" role="doc-backlink">Miniconda</a><a class
 </section>
 </section>
 <section id="installation-methods">
-<span id="id1"></span><h2><a class="toc-backref" href="#id5" role="doc-backlink">Installation methods</a><a class="headerlink" href="#installation-methods" title="Link to this heading">#</a></h2>
+<span id="id1"></span><h2><a class="toc-backref" href="#id5" role="doc-backlink">Installation methods</a><a class="headerlink" href="#installation-methods" title="Permalink to this heading">#</a></h2>
 <p>SLEAP can be installed three different ways: via <span class="xref std std-ref">conda package</span>, <span class="xref std std-ref">conda from source</span>, or <span class="xref std std-ref">pip package</span>. Select one of the methods below to install SLEAP. We recommend <span class="xref std std-ref">conda package</span>.</p>
 <div class="sphinx-tabs docutils container">
 <div aria-label="Tabbed content" class="closeable" role="tablist"><button aria-controls="panel-4-4-0" aria-selected="true" class="sphinx-tabs-tab" id="tab-4-4-0" name="4-0" role="tab" tabindex="0">conda package</button><button aria-controls="panel-4-4-1" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-1" name="4-1" role="tab" tabindex="-1">conda from source</button><button aria-controls="panel-4-4-2" aria-selected="false" class="sphinx-tabs-tab" id="tab-4-4-2" name="4-2" role="tab" tabindex="-1">pip package</button></div><div aria-labelledby="tab-4-4-0" class="sphinx-tabs-panel" id="panel-4-4-0" name="4-0" role="tabpanel" tabindex="0"><p><strong>This is the recommended installation method</strong>.</p>
@@ -583,7 +558,7 @@ <h3><a class="toc-backref" href="#id4" role="doc-backlink">Miniconda</a><a class
 <li><p><strong>jupyter</strong>: This installs all <em>pypi</em> and jupyter lab dependencies.</p></li>
 <li><p><strong>dev</strong>: This installs all <em>jupyter</em> dependencies and developement tools for testing and building docs.</p></li>
 <li><p><strong>conda_jupyter</strong>: For installation using a conda environment file included in the source code. Most dependencies are listed as conda packages in the environment file and only a few come from PyPI to allow jupyter lab support.</p></li>
-<li><p><strong>conda_dev</strong>: For installation using <a class="reference external" href="https://github.com/search?q=repo%3Atalmolab%2Fsleap+path%3Aenvironment*.yml&amp;amp;type=code">a conda environment</a> with a few PyPI dependencies for development tools.</p></li>
+<li><p><strong>conda_dev</strong>: For installation using <a class="reference external" href="https://github.com/search?q=repo%3Atalmolab%2Fsleap+path%3Aenvironment*.yml&amp;type=code">a conda environment</a> with a few PyPI dependencies for development tools.</p></li>
 </ul>
 </div>
 </li>
@@ -596,7 +571,7 @@ <h3><a class="toc-backref" href="#id4" role="doc-backlink">Miniconda</a><a class
 </div></div>
 </section>
 <section id="testing-that-things-are-working">
-<h2><a class="toc-backref" href="#id6" role="doc-backlink">Testing that things are working</a><a class="headerlink" href="#testing-that-things-are-working" title="Link to this heading">#</a></h2>
+<h2><a class="toc-backref" href="#id6" role="doc-backlink">Testing that things are working</a><a class="headerlink" href="#testing-that-things-are-working" title="Permalink to this heading">#</a></h2>
 <p>If you installed using <code class="docutils literal notranslate"><span class="pre">conda</span></code>, first activate the <code class="docutils literal notranslate"><span class="pre">sleap</span></code> environment by opening a terminal and typing:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>activate<span class="w"> </span>sleap
 </pre></div>
@@ -609,7 +584,7 @@ <h2><a class="toc-backref" href="#id6" role="doc-backlink">Testing that things a
 </div>
 </div>
 <section id="gui-support">
-<h3><a class="toc-backref" href="#id7" role="doc-backlink">GUI support</a><a class="headerlink" href="#gui-support" title="Link to this heading">#</a></h3>
+<h3><a class="toc-backref" href="#id7" role="doc-backlink">GUI support</a><a class="headerlink" href="#gui-support" title="Permalink to this heading">#</a></h3>
 <p>To check that the GUI is working, simply type:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sleap-label
 </pre></div>
@@ -617,7 +592,7 @@ <h3><a class="toc-backref" href="#id7" role="doc-backlink">GUI support</a><a cla
 <p>You should see the SLEAP labeling interface pop up within a few moments.</p>
 </section>
 <section id="importing">
-<h3><a class="toc-backref" href="#id8" role="doc-backlink">Importing</a><a class="headerlink" href="#importing" title="Link to this heading">#</a></h3>
+<h3><a class="toc-backref" href="#id8" role="doc-backlink">Importing</a><a class="headerlink" href="#importing" title="Permalink to this heading">#</a></h3>
 <p>To check if SLEAP is installed correctly in non-interactive environments, such as remote servers, confirm that you can import it with:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;import sleap; sleap.versions()&quot;</span>
 </pre></div>
@@ -633,7 +608,7 @@ <h3><a class="toc-backref" href="#id8" role="doc-backlink">Importing</a><a class
 </div>
 </section>
 <section id="gpu-support">
-<h3><a class="toc-backref" href="#id9" role="doc-backlink">GPU support</a><a class="headerlink" href="#gpu-support" title="Link to this heading">#</a></h3>
+<h3><a class="toc-backref" href="#id9" role="doc-backlink">GPU support</a><a class="headerlink" href="#gpu-support" title="Permalink to this heading">#</a></h3>
 <p>Assuming you installed using either of the <code class="docutils literal notranslate"><span class="pre">conda</span></code>-based methods on Windows or Linux, SLEAP should automatically have GPU support enabled.</p>
 <p>To check, verify that SLEAP can detect the GPUs on your system:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;import sleap; sleap.system_summary()&quot;</span>
@@ -710,7 +685,7 @@ <h3><a class="toc-backref" href="#id9" role="doc-backlink">GPU support</a><a cla
 </section>
 </section>
 <section id="upgrading-and-uninstalling">
-<h2><a class="toc-backref" href="#id10" role="doc-backlink">Upgrading and uninstalling</a><a class="headerlink" href="#upgrading-and-uninstalling" title="Link to this heading">#</a></h2>
+<h2><a class="toc-backref" href="#id10" role="doc-backlink">Upgrading and uninstalling</a><a class="headerlink" href="#upgrading-and-uninstalling" title="Permalink to this heading">#</a></h2>
 <p>We <strong>strongly recommend</strong> installing SLEAP in a fresh environment when updating. This is because dependency versions might change, and depending on the state of your previous environment, directly updating might break compatibility with some of them.</p>
 <p>To uninstall an existing environment named <code class="docutils literal notranslate"><span class="pre">sleap</span></code>:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>env<span class="w"> </span>remove<span class="w"> </span>-n<span class="w"> </span>sleap
@@ -726,7 +701,7 @@ <h2><a class="toc-backref" href="#id10" role="doc-backlink">Upgrading and uninst
 <p>Once the environment has been removed, you are free to install SLEAP using any of the installation methods above into an environment of the same name.</p>
 </section>
 <section id="getting-help">
-<h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a class="headerlink" href="#getting-help" title="Link to this heading">#</a></h2>
+<h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a class="headerlink" href="#getting-help" title="Permalink to this heading">#</a></h2>
 <p>If you run into any problems, check out the <a class="reference external" href="https://github.com/talmolab/sleap/discussions">Github Discussions</a> and <a class="reference external" href="https://github.com/talmolab/sleap/issues">GitHub Issues</a> to see if others have had the same problem.</p>
 <p>If you get any errors or the GUI fails to launch, try running the diagnostics to see what SLEAP is able to detect on your system:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sleap-diagnostic
@@ -746,10 +721,11 @@ <h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a c
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
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@@ -769,7 +745,10 @@ <h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a c
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@@ -778,7 +757,6 @@ <h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a c
               
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@@ -820,7 +798,6 @@ <h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a c
   
   <div class="footer-item">
     
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@@ -847,8 +824,8 @@ <h2><a class="toc-backref" href="#id11" role="doc-backlink">Getting help</a><a c
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diff --git a/develop/notebooks/Analysis_examples.html b/develop/notebooks/Analysis_examples.html
index 88ab94197..1a66b6a3a 100644
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+++ b/develop/notebooks/Analysis_examples.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
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     <title>Analysis examples &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
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@@ -186,9 +162,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Notebooks</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
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@@ -224,7 +201,7 @@
 
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@@ -360,16 +335,16 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Analysis_examples.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="analysis-examples">
-<h1>Analysis examples<a class="headerlink" href="#analysis-examples" title="Link to this heading">#</a></h1>
+<h1>Analysis examples<a class="headerlink" href="#analysis-examples" title="Permalink to this heading">#</a></h1>
 <p>In this notebook we’ll show examples of how you might use the predictions exported from SLEAP. We’ll work with an <a class="reference external" href="https://sleap.ai/tutorials/analysis.html">Analysis HDF5</a> file (rather than the <code class="docutils literal notranslate"><span class="pre">.slp</span></code> predictions file). This HDF5 file can be exported from SLEAP.</p>
 <p>We advise building your post-SLEAP analysis pipeline around these HDF5 files rather than trying to work directly with the <code class="docutils literal notranslate"><span class="pre">.slp</span></code> files used by SLEAP.</p>
 <p><strong>Note</strong>: You can work with these HDF5 directly in Python (as we’ll do here) or MATLAB without having SLEAP itself installed.</p>
 <section id="example-analysis-data">
-<h2>Example analysis data<a class="headerlink" href="#example-analysis-data" title="Link to this heading">#</a></h2>
+<h2>Example analysis data<a class="headerlink" href="#example-analysis-data" title="Permalink to this heading">#</a></h2>
 <p>Let’s start by download a sample HDF5. These predictions were created with models trained on our <a class="reference external" href="https://github.com/talmolab/sleap-datasets">sample Drosophila melanogaster courtship dataset</a>. Using these models we can inference on a video clip with 3000 frames. The video clip, resulting predictions, and exported HDF5 are all available <a class="reference external" href="https://github.com/talmolab/sleap/tree/main/docs/notebooks/analysis_example">here</a>.</p>
 <p>We’ll just download the <code class="docutils literal notranslate"><span class="pre">predictions.analysis.h5</span></code> file:</p>
 <div class="cell docutils container">
@@ -408,7 +383,7 @@ <h2>Example analysis data<a class="headerlink" href="#example-analysis-data" tit
 </div>
 </section>
 <section id="loading-the-data">
-<h2>Loading the data<a class="headerlink" href="#loading-the-data" title="Link to this heading">#</a></h2>
+<h2>Loading the data<a class="headerlink" href="#loading-the-data" title="Permalink to this heading">#</a></h2>
 <p>We use the <a class="reference external" href="https://www.h5py.org">h5py</a> package to load data from the HDF5. This is already installed in Colab. If your running analysis code on your local machine and have SLEAP installed, then <code class="docutils literal notranslate"><span class="pre">h5py</span></code> and other packages we use are already installed in your SLEAP conda environment. Otherwise, you may need to use <code class="docutils literal notranslate"><span class="pre">conda</span></code> or <code class="docutils literal notranslate"><span class="pre">pip</span></code> to install <code class="docutils literal notranslate"><span class="pre">h5py</span></code> as well as <code class="docutils literal notranslate"><span class="pre">numpy</span></code>, <code class="docutils literal notranslate"><span class="pre">scipy</span></code>, <code class="docutils literal notranslate"><span class="pre">matplotlib</span></code>, <code class="docutils literal notranslate"><span class="pre">seaborn</span></code>, and any other packages you want use in your analysis code.</p>
 <p>Let’s load the file and take a peek.</p>
 <div class="cell docutils container">
@@ -498,7 +473,7 @@ <h2>Loading the data<a class="headerlink" href="#loading-the-data" title="Link t
 <p>Now that we’ve loaded the data, let’s see some different things we can do with it…</p>
 </section>
 <section id="fill-missing-values">
-<h2>Fill missing values<a class="headerlink" href="#fill-missing-values" title="Link to this heading">#</a></h2>
+<h2>Fill missing values<a class="headerlink" href="#fill-missing-values" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.interpolate</span> <span class="kn">import</span> <span class="n">interp1d</span>
@@ -548,7 +523,7 @@ <h2>Fill missing values<a class="headerlink" href="#fill-missing-values" title="
 </div>
 </section>
 <section id="visualize-thorax-movement-across-video">
-<h2>Visualize thorax movement across video<a class="headerlink" href="#visualize-thorax-movement-across-video" title="Link to this heading">#</a></h2>
+<h2>Visualize thorax movement across video<a class="headerlink" href="#visualize-thorax-movement-across-video" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">HEAD_INDEX</span> <span class="o">=</span> <span class="mi">0</span>
@@ -616,7 +591,7 @@ <h2>Visualize thorax movement across video<a class="headerlink" href="#visualize
 </div>
 </section>
 <section id="more-advanced-visualizations">
-<h2>More advanced visualizations<a class="headerlink" href="#more-advanced-visualizations" title="Link to this heading">#</a></h2>
+<h2>More advanced visualizations<a class="headerlink" href="#more-advanced-visualizations" title="Permalink to this heading">#</a></h2>
 <p>For some additional analysis, we’ll first smooth and differentiate the data with a Savitzky-Golay filter to extract velocities of each joint.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -654,7 +629,7 @@ <h2>More advanced visualizations<a class="headerlink" href="#more-advanced-visua
 </div>
 </div>
 <section id="visualizing-thorax-x-y-dynamics-and-velocity-for-fly-0">
-<h3>Visualizing thorax x-y dynamics and velocity for fly 0<a class="headerlink" href="#visualizing-thorax-x-y-dynamics-and-velocity-for-fly-0" title="Link to this heading">#</a></h3>
+<h3>Visualizing thorax x-y dynamics and velocity for fly 0<a class="headerlink" href="#visualizing-thorax-x-y-dynamics-and-velocity-for-fly-0" title="Permalink to this heading">#</a></h3>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
@@ -681,7 +656,7 @@ <h3>Visualizing thorax x-y dynamics and velocity for fly 0<a class="headerlink"
 </div>
 </section>
 <section id="visualize-thorax-colored-by-magnitude-of-fly-speed">
-<h3>Visualize thorax colored by magnitude of fly speed<a class="headerlink" href="#visualize-thorax-colored-by-magnitude-of-fly-speed" title="Link to this heading">#</a></h3>
+<h3>Visualize thorax colored by magnitude of fly speed<a class="headerlink" href="#visualize-thorax-colored-by-magnitude-of-fly-speed" title="Permalink to this heading">#</a></h3>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
@@ -716,7 +691,7 @@ <h3>Visualize thorax colored by magnitude of fly speed<a class="headerlink" href
 </div>
 </section>
 <section id="find-covariance-in-thorax-velocities-between-fly-0-and-fly-1">
-<h3>Find covariance in thorax velocities between fly-0 and fly-1<a class="headerlink" href="#find-covariance-in-thorax-velocities-between-fly-0-and-fly-1" title="Link to this heading">#</a></h3>
+<h3>Find covariance in thorax velocities between fly-0 and fly-1<a class="headerlink" href="#find-covariance-in-thorax-velocities-between-fly-0-and-fly-1" title="Permalink to this heading">#</a></h3>
 <div class="cell docutils container">
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 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
@@ -764,7 +739,7 @@ <h3>Find covariance in thorax velocities between fly-0 and fly-1<a class="header
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 <section id="clustering">
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+<h2>Clustering<a class="headerlink" href="#clustering" title="Permalink to this heading">#</a></h2>
 <p>For an example of clustering the data, we’ll</p>
 <ol class="arabic simple">
 <li><p>extract joint velocities for each joint,</p></li>
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@@ -351,11 +326,11 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Data_structures.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="data-structures">
-<h1>Data structures<a class="headerlink" href="#data-structures" title="Link to this heading">#</a></h1>
+<h1>Data structures<a class="headerlink" href="#data-structures" title="Permalink to this heading">#</a></h1>
 <p>In this notebook, we will explore some of the major data structures used in SLEAP and how they can be manipulated when generating predictions from trained models.</p>
 <p>A quick overview of the data structures before we start:</p>
 <ul class="simple">
@@ -366,7 +341,7 @@ <h1>Data structures<a class="headerlink" href="#data-structures" title="Link to
 <li><p><code class="docutils literal notranslate"><span class="pre">Labels</span></code> → Contains a set of <code class="docutils literal notranslate"><span class="pre">LabeledFrame</span></code>s and the associated metadata for the videos and other information related to the project or predictions.</p></li>
 </ul>
 <section id="setup-sleap-and-data">
-<h2>1. Setup SLEAP and data<a class="headerlink" href="#setup-sleap-and-data" title="Link to this heading">#</a></h2>
+<h2>1. Setup SLEAP and data<a class="headerlink" href="#setup-sleap-and-data" title="Permalink to this heading">#</a></h2>
 <p>We’ll start by installing SLEAP and downloading some data and models to play around with.</p>
 <p>If you get a dependency error in subsequent cells, just click <strong>Runtime</strong> → <strong>Restart runtime</strong> to reload the packages.</p>
 <div class="cell docutils container">
@@ -531,7 +506,7 @@ <h2>1. Setup SLEAP and data<a class="headerlink" href="#setup-sleap-and-data" ti
 </div>
 </section>
 <section id="data-structures-and-inference">
-<h2>2. Data structures and inference<a class="headerlink" href="#data-structures-and-inference" title="Link to this heading">#</a></h2>
+<h2>2. Data structures and inference<a class="headerlink" href="#data-structures-and-inference" title="Permalink to this heading">#</a></h2>
 <p>SLEAP can read videos in a variety of different formats through the <code class="docutils literal notranslate"><span class="pre">sleap.load_video</span></code> high level API. Once loaded, the <code class="docutils literal notranslate"><span class="pre">sleap.Video</span></code> object allows you to access individual frames as if the it were a standard numpy array.</p>
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 <div class="cell docutils container">
@@ -781,10 +756,11 @@ <h2>2. Data structures and inference<a class="headerlink" href="#data-structures
 
               
               
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index 7c5bcffcb..06c042cca 100644
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@@ -201,10 +178,10 @@
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@@ -224,7 +201,7 @@
 
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@@ -353,15 +328,15 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Interactive_and_realtime_inference.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="interactive-and-realtime-inference">
-<h1>Interactive and realtime inference<a class="headerlink" href="#interactive-and-realtime-inference" title="Link to this heading">#</a></h1>
+<h1>Interactive and realtime inference<a class="headerlink" href="#interactive-and-realtime-inference" title="Permalink to this heading">#</a></h1>
 <p>For most workflows, using the <a class="reference external" href="https://sleap.ai/guides/cli.html#sleap-track"><code class="docutils literal notranslate"><span class="pre">sleap-track</span></code> CLI</a> is probably the most convenient option, but if you’re developing a custom application you can take advantage of SLEAP’s inference API to use your trained models in your own custom scripts.</p>
 <p>In this notebook we will explore how to predict poses from raw images in pure Python, and do some basic benchmarking on a simulated realtime predictor that could be used to enable closed-loop experiments.</p>
 <section id="setup-sleap">
-<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Link to this heading">#</a></h2>
+<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Permalink to this heading">#</a></h2>
 <p>Run this cell first to install SLEAP. If you get a dependency error in subsequent cells, just click <strong>Runtime</strong> → <strong>Restart runtime</strong> to reload the packages.</p>
 <p>Don’t forget to set <strong>Runtime</strong> → <strong>Change runtime type</strong> → <strong>GPU</strong> as the accelerator.</p>
 <div class="cell docutils container">
@@ -416,7 +391,7 @@ <h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Link to this
 </div>
 </section>
 <section id="setup-data">
-<h2>2. Setup data<a class="headerlink" href="#setup-data" title="Link to this heading">#</a></h2>
+<h2>2. Setup data<a class="headerlink" href="#setup-data" title="Permalink to this heading">#</a></h2>
 <p>Before we start, let’s download a raw video and a set of trained top-down ID models that we’ll use to build our application around.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -477,7 +452,7 @@ <h2>2. Setup data<a class="headerlink" href="#setup-data" title="Link to this he
 <p><strong>Note:</strong> These zip files just have the contents of standard SLEAP model folders that are generated during training.</p>
 </section>
 <section id="interactive-inference">
-<h2>3. Interactive inference<a class="headerlink" href="#interactive-inference" title="Link to this heading">#</a></h2>
+<h2>3. Interactive inference<a class="headerlink" href="#interactive-inference" title="Permalink to this heading">#</a></h2>
 <p>SLEAP provides a high-level API for performing inference in the form of <code class="docutils literal notranslate"><span class="pre">Predictor</span></code> classes specific to each approach/model type.</p>
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@@ -1291,7 +1266,7 @@ <h2>3. Interactive inference<a class="headerlink" href="#interactive-inference"
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-<h2>4. Realtime performance<a class="headerlink" href="#realtime-performance" title="Link to this heading">#</a></h2>
+<h2>4. Realtime performance<a class="headerlink" href="#realtime-performance" title="Permalink to this heading">#</a></h2>
 <p>Now that we know how to do inference with different types of outputs, let’s try to use that to build a simulated “realtime” application with timing.</p>
 <p>First, we’ll create a class that simulates a camera grabber API that provides a sequence of pre-loaded frames.</p>
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@@ -186,9 +162,10 @@
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+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
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@@ -201,10 +178,10 @@
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@@ -354,16 +329,16 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Interactive_and_resumable_training.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="interactive-and-resumable-training">
-<h1>Interactive and resumable training<a class="headerlink" href="#interactive-and-resumable-training" title="Link to this heading">#</a></h1>
+<h1>Interactive and resumable training<a class="headerlink" href="#interactive-and-resumable-training" title="Permalink to this heading">#</a></h1>
 <p>Most of the time, you will be training models through the GUI or using the <a class="reference external" href="https://sleap.ai/guides/cli.html#sleap-train"><code class="docutils literal notranslate"><span class="pre">sleap-train</span></code> CLI</a>.</p>
 <p>If you’d like to customize the training process, however, you can use SLEAP’s low-level training functionality interactively. This allows you to define scripts that train models according to your own workflow, for example, to <strong>resume training</strong> on an already trained model. Another possible application would be to train a model using <strong>transfer learning</strong>, where a pretrained model can be used to initialize the weights of the new model.</p>
 <p>In this notebook we will explore how to set up a training job and train a model for multiple rounds without the GUI or CLI.</p>
 <section id="setup-sleap">
-<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Link to this heading">#</a></h2>
+<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Permalink to this heading">#</a></h2>
 <p>Run this cell first to install SLEAP. If you get a dependency error in subsequent cells, just click <strong>Runtime</strong> → <strong>Restart runtime</strong> to reload the packages.</p>
 <p>Don’t forget to set <strong>Runtime</strong> → <strong>Change runtime type</strong> → <strong>GPU</strong> as the accelerator.</p>
 <div class="cell docutils container">
@@ -412,7 +387,7 @@ <h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Link to this
 </div>
 </section>
 <section id="setup-training-data">
-<h2>2. Setup training data<a class="headerlink" href="#setup-training-data" title="Link to this heading">#</a></h2>
+<h2>2. Setup training data<a class="headerlink" href="#setup-training-data" title="Permalink to this heading">#</a></h2>
 <p>Here we will download an existing training dataset package. This is an <code class="docutils literal notranslate"><span class="pre">.slp</span></code> file that contains both the labeled poses, as well as the image data for labeled frames.</p>
 <p>If running on Google Colab, you’ll want to replace this with mounting your Google Drive folder containing your own data, or if running locally, simply change the path to your labels below in <code class="docutils literal notranslate"><span class="pre">TRAINING_SLP_FILE</span></code>.</p>
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 <p>A SLEAP <code class="docutils literal notranslate"><span class="pre">TrainingJobConfig</span></code> is a structure that contains all of the hyperparameters needed to train a SLEAP model. This is typically saved out to <code class="docutils literal notranslate"><span class="pre">initial_config.json</span></code> and <code class="docutils literal notranslate"><span class="pre">training_config.json</span></code> in the model folder so that training runs can be reproduced if needed, as well as to store metadata necessary for inference.</p>
 <p>Normally, these are generated interactively by the GUI, or manually by editing an existing JSON file in a text editor. Here, we will define a configuration interactively entirely in Python.</p>
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+<h2>4. Training<a class="headerlink" href="#training" title="Permalink to this heading">#</a></h2>
 <p>Next we will create a SLEAP <code class="docutils literal notranslate"><span class="pre">Trainer</span></code> from the configuration we just specified. This handles all the nitty gritty mechanics necessary to setup training in the backend.</p>
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 </section>
 <section id="continuing-training">
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+<h2>5. Continuing training<a class="headerlink" href="#continuing-training" title="Permalink to this heading">#</a></h2>
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 <div class="cell docutils container">
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diff --git a/develop/notebooks/Model_evaluation.html b/develop/notebooks/Model_evaluation.html
index 007c67634..a390c5084 100644
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -340,11 +315,11 @@ <h1>Model evaluation</h1>
               
                 
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Model_evaluation.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="model-evaluation">
-<h1>Model evaluation<a class="headerlink" href="#model-evaluation" title="Link to this heading">#</a></h1>
+<h1>Model evaluation<a class="headerlink" href="#model-evaluation" title="Permalink to this heading">#</a></h1>
 <p>After you’ve trained several models, you may want to generate some accuracy metrics to compare between them. This notebook demonstrates how you’ll do that given a trained model.</p>
 <p>Let’s start by installing SLEAP and downloading the trained model.</p>
 <div class="cell docutils container">
@@ -684,10 +659,11 @@ <h1>Model evaluation<a class="headerlink" href="#model-evaluation" title="Link t
 
               
               
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diff --git a/develop/notebooks/Post_inference_tracking.html b/develop/notebooks/Post_inference_tracking.html
index d640697fb..aef9b1c27 100644
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+++ b/develop/notebooks/Post_inference_tracking.html
@@ -1,12 +1,13 @@
 
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@@ -174,8 +150,8 @@
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@@ -186,9 +162,10 @@
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@@ -201,10 +178,10 @@
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@@ -224,7 +201,7 @@
 
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@@ -361,20 +336,20 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Post_inference_tracking.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="post-inference-tracking">
-<h1>Post-inference tracking<a class="headerlink" href="#post-inference-tracking" title="Link to this heading">#</a></h1>
+<h1>Post-inference tracking<a class="headerlink" href="#post-inference-tracking" title="Permalink to this heading">#</a></h1>
 <p>In tracking, we associate the poses (that were detected within individual frames) across time such that they belong to the same individual.</p>
 <p>Since we typically do this separately, it is sometimes desirable to tweak the tracking parameters to optimize accuracy without having to re-run inference (e.g., <code class="docutils literal notranslate"><span class="pre">sleap-track</span></code>).</p>
 <p>In this notebook, we will explore how to re-run the tracking given an existing predictions SLP file.</p>
 <p><strong>Note:</strong> Tracking does not run on the GPU, so this notebook can be run locally on your computer without the hassle of uploading your data if desired.</p>
 <section id="setup-sleap">
-<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Link to this heading">#</a></h2>
+<h2>1. Setup SLEAP<a class="headerlink" href="#setup-sleap" title="Permalink to this heading">#</a></h2>
 <p>Run this cell first to install SLEAP. If you get a dependency error in subsequent cells, just click <strong>Runtime</strong> → <strong>Restart runtime</strong> to reload the packages.</p>
 <section id="install">
-<h3>Install<a class="headerlink" href="#install" title="Link to this heading">#</a></h3>
+<h3>Install<a class="headerlink" href="#install" title="Permalink to this heading">#</a></h3>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># This should take care of all the dependencies on colab:</span>
@@ -389,7 +364,7 @@ <h3>Install<a class="headerlink" href="#install" title="Link to this heading">#<
 </div>
 </section>
 <section id="test">
-<h3>Test<a class="headerlink" href="#test" title="Link to this heading">#</a></h3>
+<h3>Test<a class="headerlink" href="#test" title="Permalink to this heading">#</a></h3>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">#@title SLEAP and system versions: { display-mode: &quot;form&quot; }</span>
@@ -431,7 +406,7 @@ <h3>Test<a class="headerlink" href="#test" title="Link to this heading">#</a></h
 </section>
 </section>
 <section class="tex2jax_ignore mathjax_ignore" id="setup-data">
-<h1>2. Setup data<a class="headerlink" href="#setup-data" title="Link to this heading">#</a></h1>
+<h1>2. Setup data<a class="headerlink" href="#setup-data" title="Permalink to this heading">#</a></h1>
 <p>Here we’re downloading an existing <code class="docutils literal notranslate"><span class="pre">.slp</span></code> file with predictions and the corresponding <code class="docutils literal notranslate"><span class="pre">.mp4</span></code> video.</p>
 <p>You should replace this with Google Drive mounting if running this on Google Colab, or simply skip it altogether and just set the paths below if running locally.</p>
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 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Load predictions</span>
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-<h1>4. Inspect and save<a class="headerlink" href="#inspect-and-save" title="Link to this heading">#</a></h1>
+<h1>4. Inspect and save<a class="headerlink" href="#inspect-and-save" title="Permalink to this heading">#</a></h1>
 <p>Let’s see the results and save out the tracked predictions.</p>
 <div class="cell docutils container">
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@@ -562,10 +537,11 @@ <h1>4. Inspect and save<a class="headerlink" href="#inspect-and-save" title="Lin
 
               
               
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index 848b9ecbb..7c97f77ed 100644
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
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 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -353,14 +328,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
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+                <article class="bd-article" role="main">
                   
   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Training_and_inference_on_an_example_dataset.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="training-and-inference-on-an-example-dataset">
-<h1>Training and inference on an example dataset<a class="headerlink" href="#training-and-inference-on-an-example-dataset" title="Link to this heading">#</a></h1>
+<h1>Training and inference on an example dataset<a class="headerlink" href="#training-and-inference-on-an-example-dataset" title="Permalink to this heading">#</a></h1>
 <p>In this notebook we’ll install SLEAP, download a sample dataset, run training and inference on that dataset using the SLEAP command-line interface, and then download the predictions.</p>
 <section id="install-sleap">
-<h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Link to this heading">#</a></h2>
+<h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Permalink to this heading">#</a></h2>
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@@ -379,7 +354,7 @@ <h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Link to this
 </div>
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-<h2>Download sample training data into Colab<a class="headerlink" href="#download-sample-training-data-into-colab" title="Link to this heading">#</a></h2>
+<h2>Download sample training data into Colab<a class="headerlink" href="#download-sample-training-data-into-colab" title="Permalink to this heading">#</a></h2>
 <p>Let’s download a sample dataset from the SLEAP <a class="reference external" href="https://github.com/talmolab/sleap-datasets">sample datasets repository</a> into Colab.</p>
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+<h2>Train models<a class="headerlink" href="#train-models" title="Permalink to this heading">#</a></h2>
 <p>For the top-down pipeline, we’ll need train two models: a centroid model and a centered-instance model.</p>
 <p>Using the command-line interface, we’ll first train a model for centroids using the default <strong>training profile</strong>. The training profile determines the model architecture, the learning rate, and other parameters.</p>
 <p>When you start training, you’ll first see the training parameters and then the training and validation loss for each training epoch.</p>
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 </div>
 </section>
 <section id="inference">
-<h2>Inference<a class="headerlink" href="#inference" title="Link to this heading">#</a></h2>
+<h2>Inference<a class="headerlink" href="#inference" title="Permalink to this heading">#</a></h2>
 <p>Let’s run inference with our trained models for centroids and centered instances.</p>
 <div class="cell docutils container">
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@@ -1438,10 +1413,11 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
 
               
               
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@@ -1470,7 +1449,6 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
               
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@@ -1502,7 +1480,6 @@ <h2>Inference<a class="headerlink" href="#inference" title="Link to this heading
   
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diff --git a/develop/notebooks/Training_and_inference_using_Google_Drive.html b/develop/notebooks/Training_and_inference_using_Google_Drive.html
index f1fde4eb1..91e8c642b 100644
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+++ b/develop/notebooks/Training_and_inference_using_Google_Drive.html
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +150,8 @@
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@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
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+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Notebooks</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
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 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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@@ -224,7 +201,7 @@
 
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@@ -367,14 +342,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
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   <p><a href="https://colab.research.google.com/github/talmolab/sleap/blob/main/docs/notebooks/Training_and_inference_using_Google_Drive.ipynb" target="_parent"><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
 <section class="tex2jax_ignore mathjax_ignore" id="training-and-inference-on-your-own-data-using-google-drive">
-<h1>Training and inference on your own data using Google Drive<a class="headerlink" href="#training-and-inference-on-your-own-data-using-google-drive" title="Link to this heading">#</a></h1>
+<h1>Training and inference on your own data using Google Drive<a class="headerlink" href="#training-and-inference-on-your-own-data-using-google-drive" title="Permalink to this heading">#</a></h1>
 <p>In this notebook we’ll install SLEAP, import training data into Colab using <a class="reference external" href="https://www.google.com/drive">Google Drive</a>, and run training and inference.</p>
 <section id="install-sleap">
-<h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Link to this heading">#</a></h2>
+<h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Permalink to this heading">#</a></h2>
 <p>Note: Before installing SLEAP check <a class="reference external" href="https://github.com/talmolab/sleap/releases">SLEAP releases</a> page for the latest version.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -393,20 +368,20 @@ <h2>Install SLEAP<a class="headerlink" href="#install-sleap" title="Link to this
 </div>
 </section>
 <section id="import-training-data-into-colab-with-google-drive">
-<h2>Import training data into Colab with Google Drive<a class="headerlink" href="#import-training-data-into-colab-with-google-drive" title="Link to this heading">#</a></h2>
+<h2>Import training data into Colab with Google Drive<a class="headerlink" href="#import-training-data-into-colab-with-google-drive" title="Permalink to this heading">#</a></h2>
 <p>We’ll first prepare and export the training data from SLEAP, then upload it to Google Drive, and then mount Google Drive  into this Colab notebook.</p>
 <section id="create-and-export-the-training-job-package">
-<h3>Create and export the training job package<a class="headerlink" href="#create-and-export-the-training-job-package" title="Link to this heading">#</a></h3>
+<h3>Create and export the training job package<a class="headerlink" href="#create-and-export-the-training-job-package" title="Permalink to this heading">#</a></h3>
 <p>A self-contained <strong>training job package</strong> contains a .slp file with labeled data and images which will be used for training, as well as .json training configuration file(s).</p>
 <p>A training job package can be exported in the SLEAP GUI fron the “Run Training…” dialog under the “Predict” menu.</p>
 </section>
 <section id="upload-training-job-package-to-google-drive">
-<h3>Upload training job package to Google Drive<a class="headerlink" href="#upload-training-job-package-to-google-drive" title="Link to this heading">#</a></h3>
+<h3>Upload training job package to Google Drive<a class="headerlink" href="#upload-training-job-package-to-google-drive" title="Permalink to this heading">#</a></h3>
 <p>To be consistent with the examples in this notebook, name the SLEAP project <code class="docutils literal notranslate"><span class="pre">colab</span></code> and create a directory called <code class="docutils literal notranslate"><span class="pre">sleap</span></code> in the root of your Google Drive. Then upload the exported training job package <code class="docutils literal notranslate"><span class="pre">colab.slp.training_job.zip</span></code> into <code class="docutils literal notranslate"><span class="pre">sleap</span></code> directory.</p>
 <p>If you place your training pckage somewhere else, or name it differently, adjust the paths/filenames/parameters below accordingly.</p>
 </section>
 <section id="mount-your-google-drive">
-<h3>Mount your Google Drive<a class="headerlink" href="#mount-your-google-drive" title="Link to this heading">#</a></h3>
+<h3>Mount your Google Drive<a class="headerlink" href="#mount-your-google-drive" title="Permalink to this heading">#</a></h3>
 <p>Mounting your Google Drive will allow you to accessed the uploaded training job package in this notebook. When prompted to log into your Google account, give Colab access and the copy the authorization code into a field below (+ hit ‘return’).</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -435,10 +410,10 @@ <h3>Mount your Google Drive<a class="headerlink" href="#mount-your-google-drive"
 </section>
 </section>
 <section id="train-a-model">
-<h2>Train a model<a class="headerlink" href="#train-a-model" title="Link to this heading">#</a></h2>
+<h2>Train a model<a class="headerlink" href="#train-a-model" title="Permalink to this heading">#</a></h2>
 <p>Let’s train a model with the training profile (.json file) and the project data (.slp file) you have exported from SLEAP.</p>
 <section id="note-on-training-profiles">
-<h3>Note on training profiles<a class="headerlink" href="#note-on-training-profiles" title="Link to this heading">#</a></h3>
+<h3>Note on training profiles<a class="headerlink" href="#note-on-training-profiles" title="Permalink to this heading">#</a></h3>
 <p>Depending on the pipeline you chose in the training dialog, the config filename(s) will be:</p>
 <ul class="simple">
 <li><p>for a <strong>bottom-up</strong> pipeline approach: <code class="docutils literal notranslate"><span class="pre">multi_instance.json</span></code> (this is the pipeline we assume here),</p></li>
@@ -447,7 +422,7 @@ <h3>Note on training profiles<a class="headerlink" href="#note-on-training-profi
 </ul>
 </section>
 <section id="note-on-training-process">
-<h3>Note on training process<a class="headerlink" href="#note-on-training-process" title="Link to this heading">#</a></h3>
+<h3>Note on training process<a class="headerlink" href="#note-on-training-process" title="Permalink to this heading">#</a></h3>
 <p>When you start training, you’ll first see the training parameters and then the training and validation loss for each training epoch.</p>
 <p>As soon as you’re satisfied with the validation loss you see for an epoch during training, you’re welcome to stop training by clicking the stop button. The version of the model with the lowest validation loss is saved during training, and that’s what will be used for inference.</p>
 <p>If you don’t stop training, it will run for 200 epochs or until validation loss fails to improve for some number of epochs (controlled by the early_stopping fields in the training profile).</p>
@@ -466,7 +441,7 @@ <h3>Note on training process<a class="headerlink" href="#note-on-training-proces
 </section>
 </section>
 <section id="run-inference-to-predict-instances">
-<h2>Run inference to predict instances<a class="headerlink" href="#run-inference-to-predict-instances" title="Link to this heading">#</a></h2>
+<h2>Run inference to predict instances<a class="headerlink" href="#run-inference-to-predict-instances" title="Permalink to this heading">#</a></h2>
 <p>Once training finishes, you’ll see a new directory (or two new directories for top-down training pipeline) containing all the model files SLEAP needs to use for inference.</p>
 <p>Here we’ll use the created model files to run inference in two modes:</p>
 <ul class="simple">
@@ -475,16 +450,16 @@ <h2>Run inference to predict instances<a class="headerlink" href="#run-inference
 </ul>
 <p>You can also download the trained models for running inference from the SLEAP GUI on your computer (or anywhere else).</p>
 <section id="predicting-instances-in-suggested-frames">
-<h3>Predicting instances in suggested frames<a class="headerlink" href="#predicting-instances-in-suggested-frames" title="Link to this heading">#</a></h3>
+<h3>Predicting instances in suggested frames<a class="headerlink" href="#predicting-instances-in-suggested-frames" title="Permalink to this heading">#</a></h3>
 <p>This mode of predicting instances is useful for accelerating the manual labeling work; it allows you to get early predictions on suggested frames and merge them back into the project for faster labeling.</p>
 <p>Here we assume you’ve trained a bottom-up model and that the model files were written in directory named <code class="docutils literal notranslate"><span class="pre">colab_demo.bottomup</span></code>; later in this notebook we’ll also show how to run inference with the pair of top-down models instead.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>sleap-track<span class="w"> </span><span class="err">\</span>
-    <span class="o">-</span><span class="n">m</span> <span class="n">colab_demo</span><span class="o">.</span><span class="n">bottomup</span> \
-    <span class="o">--</span><span class="n">only</span><span class="o">-</span><span class="n">suggested</span><span class="o">-</span><span class="n">frames</span> \
-    <span class="o">-</span><span class="n">o</span> <span class="n">colab</span><span class="o">.</span><span class="n">predicted_suggestions</span><span class="o">.</span><span class="n">slp</span> \
-    <span class="n">colab</span><span class="o">.</span><span class="n">pkg</span><span class="o">.</span><span class="n">slp</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>!sleap-track \
+    -m colab_demo.bottomup \
+    --only-suggested-frames \
+    -o colab.predicted_suggestions.slp \
+    colab.pkg.slp
 </pre></div>
 </div>
 </div>
@@ -492,15 +467,15 @@ <h3>Predicting instances in suggested frames<a class="headerlink" href="#predict
 <p>Now, you can download the generated <code class="docutils literal notranslate"><span class="pre">colab.predicted_suggestions.slp</span></code> file and merge it into your labeling project (<strong>File -&gt; Merge into Project…</strong> from the GUI) to get new predictions for your suggested frames.</p>
 </section>
 <section id="predicting-and-tracking-instances-in-uploaded-video">
-<h3>Predicting and tracking instances in uploaded video<a class="headerlink" href="#predicting-and-tracking-instances-in-uploaded-video" title="Link to this heading">#</a></h3>
+<h3>Predicting and tracking instances in uploaded video<a class="headerlink" href="#predicting-and-tracking-instances-in-uploaded-video" title="Permalink to this heading">#</a></h3>
 <p>Let’s first upload the video we want to run inference on and name it <code class="docutils literal notranslate"><span class="pre">colab_demo.mp4</span></code>. (If your video is not named <code class="docutils literal notranslate"><span class="pre">colab_demo.mp4</span></code>, adjust the names below accordingly.)</p>
 <p>For this demo we’ll just get predictions for the first 200 frames (or you can adjust the –frames parameter below or remove it to run on the whole video).</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>sleap-track<span class="w"> </span>colab_demo.mp4<span class="w"> </span><span class="err">\</span>
-    <span class="o">--</span><span class="n">frames</span> <span class="mi">0</span><span class="o">-</span><span class="mi">200</span> \
-    <span class="o">--</span><span class="n">tracking</span><span class="o">.</span><span class="n">tracker</span> <span class="n">simple</span> \
-    <span class="o">-</span><span class="n">m</span> <span class="n">colab_demo</span><span class="o">.</span><span class="n">bottomup</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>!sleap-track colab_demo.mp4 \
+    --frames 0-200 \
+    --tracking.tracker simple \
+    -m colab_demo.bottomup
 </pre></div>
 </div>
 </div>
@@ -517,15 +492,15 @@ <h3>Predicting and tracking instances in uploaded video<a class="headerlink" hre
 <p>You can copy this file from your Google Drive to a local drive and open it in the SLEAP GUI app (or open it directly if you have your Google Drive mounted on your local machine). If the video is in the same directory as the predictions file, SLEAP will automatically find it; otherwise, you’ll be prompted to locate the video (since the path to the video on your local machine will be different than the path to the video on Colab).</p>
 </section>
 <section id="inference-with-top-down-models">
-<h3>Inference with top-down models<a class="headerlink" href="#inference-with-top-down-models" title="Link to this heading">#</a></h3>
+<h3>Inference with top-down models<a class="headerlink" href="#inference-with-top-down-models" title="Permalink to this heading">#</a></h3>
 <p>If you trained the pair of models needed for top-down inference, you can call <code class="docutils literal notranslate"><span class="pre">sleap-track</span></code> with <code class="docutils literal notranslate"><span class="pre">-m</span> <span class="pre">path/to/model</span></code> for each model, like so:</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">!</span>sleap-track<span class="w"> </span>colab_demo.mp4<span class="w"> </span><span class="err">\</span>
-    <span class="o">--</span><span class="n">frames</span> <span class="mi">0</span><span class="o">-</span><span class="mi">200</span> \
-    <span class="o">--</span><span class="n">tracking</span><span class="o">.</span><span class="n">tracker</span> <span class="n">simple</span> \
-    <span class="o">-</span><span class="n">m</span> <span class="n">colab_demo</span><span class="o">.</span><span class="n">centered_instance</span> \
-    <span class="o">-</span><span class="n">m</span> <span class="n">colab_demo</span><span class="o">.</span><span class="n">centroid</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>!sleap-track colab_demo.mp4 \
+    --frames 0-200 \
+    --tracking.tracker simple \
+    -m colab_demo.centered_instance \
+    -m colab_demo.centroid
 </pre></div>
 </div>
 </div>
@@ -540,10 +515,11 @@ <h3>Inference with top-down models<a class="headerlink" href="#inference-with-to
 
               
               
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diff --git a/develop/notebooks/analysis_example/README.html b/develop/notebooks/analysis_example/README.html
index 3b56d3994..af7c00ebb 100644
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+++ b/develop/notebooks/analysis_example/README.html
@@ -1,12 +1,13 @@
 
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-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +148,8 @@
 <li class="toctree-l2"><a class="reference internal" href="../../tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../tutorials/analysis.html">Export Data For Analysis</a></li>
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@@ -186,9 +160,10 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -201,10 +176,10 @@
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
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+</li>
 <li class="toctree-l1"><a class="reference internal" href="../../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
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@@ -224,7 +199,7 @@
 
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 </div></div>
       
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@@ -350,7 +323,7 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <p>Files for the <a class="reference external" href="https://github.com/talmolab/sleap/blob/main/docs/notebooks/Analysis_examples.ipynb">Analysis examples notebook</a>. The predictions were trained on the <a class="reference external" href="https://github.com/talmolab/sleap-datasets">Drosophila melanogaster courtship sample dataset</a>.</p>
 <p>The analysis notebook just uses the <code class="docutils literal notranslate"><span class="pre">predictions.analysis.h5</span></code> HDF5 file. If you want to take a look at the predictions in the SLEAP GUI, you can download the other files and open <code class="docutils literal notranslate"><span class="pre">predictions.slp</span></code> using <code class="docutils literal notranslate"><span class="pre">sleap-label</span></code>.</p>
@@ -362,12 +335,16 @@ <h2> Contents </h2>
 
               
               
-              
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@@ -376,7 +353,6 @@ <h2> Contents </h2>
               
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-
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@@ -405,7 +381,6 @@ <h2> Contents </h2>
   
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diff --git a/develop/notebooks/index.html b/develop/notebooks/index.html
index 1f6a2064d..f116e1616 100644
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+++ b/develop/notebooks/index.html
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Training and inference on an example dataset" href="Training_and_inference_on_an_example_dataset.html" />
-    <link rel="prev" title="Running SLEAP remotely" href="../guides/remote.html" />
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   <div class="search-button__wrapper">
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@@ -99,21 +98,13 @@
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@@ -137,35 +125,23 @@
   
   
   
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
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@@ -174,8 +150,8 @@
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Notebooks</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Notebooks</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
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-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
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-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
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-              <div class="bd-header-article d-print-none">
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@@ -298,28 +275,26 @@
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@@ -363,48 +338,48 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="notebooks">
-<span id="id1"></span><h1>Notebooks<a class="headerlink" href="#notebooks" title="Link to this heading">#</a></h1>
+<span id="id1"></span><h1>Notebooks<a class="headerlink" href="#notebooks" title="Permalink to this heading">#</a></h1>
 <p>Here are Jupyter notebooks you can run to try SLEAP on <a class="reference external" href="https://colab.research.google.com">Google Colaboratory</a> (Colab). Colab is great for running training and inference on your data if you don’t have access to a local machine with a supported GPU.</p>
 <section id="basic-usage">
-<h2>Basic usage<a class="headerlink" href="#basic-usage" title="Link to this heading">#</a></h2>
+<h2>Basic usage<a class="headerlink" href="#basic-usage" title="Permalink to this heading">#</a></h2>
 <section id="id2">
-<h3><a class="reference external" href="./Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a><a class="headerlink" href="#id2" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a><a class="headerlink" href="#id2" title="Permalink to this heading">#</a></h3>
 <p>In this notebook we’ll show you how to install SLEAP on Colab, download a dataset from the <a class="reference external" href="https://github.com/talmolab/sleap-datasets">repository of sample datasets</a>, run training and inference on that dataset using the SLEAP command-line interface, and then download the predictions.
 This notebook can be a good place to start since you’ll be able to see how training and inference work without any of your own data and without having to edit anything in the notebook to get it to run correctly.</p>
 </section>
 <section id="id3">
-<h3><a class="reference external" href="./Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a><a class="headerlink" href="#id3" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a><a class="headerlink" href="#id3" title="Permalink to this heading">#</a></h3>
 <p>Once you’re ready to run training and inference on your own SLEAP dataset, this notebook walks you through the process of using <a class="reference external" href="https://www.google.com/drive">Google Drive</a> to copy data to and from Colab (as well as running training and inference on your dataset).</p>
 </section>
 <section id="id4">
-<h3><a class="reference external" href="./Analysis_examples.html">Analysis examples</a><a class="headerlink" href="#id4" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Analysis_examples.html">Analysis examples</a><a class="headerlink" href="#id4" title="Permalink to this heading">#</a></h3>
 <p>Once you’ve used SLEAP to successfully estimate animal pose and track animals in your videos, you’ll want to use the resulting data. This notebook walks you through some analysis examples which illustrate how to read and interpret the data in the analysis HDF5 files which you can export from SLEAP.</p>
 </section>
 </section>
 <section id="advanced-sleaping">
-<h2>Advanced SLEAPing<a class="headerlink" href="#advanced-sleaping" title="Link to this heading">#</a></h2>
+<h2>Advanced SLEAPing<a class="headerlink" href="#advanced-sleaping" title="Permalink to this heading">#</a></h2>
 <section id="id5">
-<h3><a class="reference external" href="./Data_structures.html">Data structures</a><a class="headerlink" href="#id5" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Data_structures.html">Data structures</a><a class="headerlink" href="#id5" title="Permalink to this heading">#</a></h3>
 <p>SLEAP uses a set of core data structures that contain labels, predictions and other metadata. In this notebook we show you how to use them to develop custom analysis scripts and applications.</p>
 <p>We demonstrate how to work with these data structures by interactively generating predictions from a trained model.</p>
 </section>
 <section id="id6">
-<h3><a class="reference external" href="./Post_inference_tracking.html">Post-inference tracking</a><a class="headerlink" href="#id6" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Post_inference_tracking.html">Post-inference tracking</a><a class="headerlink" href="#id6" title="Permalink to this heading">#</a></h3>
 <p>In this notebook, we show how to use the tracking functionality within SLEAP to re-track existing predictions. This is useful when experimenting with new ID tracking parameters without having to re-run pose estimation.</p>
 </section>
 <section id="id7">
-<h3><a class="reference external" href="./Interactive_and_resumable_training.html">Interactive and resumable training</a><a class="headerlink" href="#id7" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Interactive_and_resumable_training.html">Interactive and resumable training</a><a class="headerlink" href="#id7" title="Permalink to this heading">#</a></h3>
 <p>Training in SLEAP can be done via the GUI, CLI or interactively in Python. Here we show how to use SLEAP’s Python API to enable customizable training workflows, including resumable training for initialization from existing models.</p>
 </section>
 <section id="id8">
-<h3><a class="reference external" href="./Interactive_and_realtime_inference.html">Interactive and realtime inference</a><a class="headerlink" href="#id8" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Interactive_and_realtime_inference.html">Interactive and realtime inference</a><a class="headerlink" href="#id8" title="Permalink to this heading">#</a></h3>
 <p>Once you have trained models, you can run inference via the GUI, CLI or interactively in Python. Here we show how to load trained models, use them to predict on new frames, and implement a basic version of a realtime SLEAP tracker for closed-loop applications.</p>
 </section>
 <section id="id9">
-<h3><a class="reference external" href="./Model_evaluation.html">Model evaluation</a><a class="headerlink" href="#id9" title="Link to this heading">#</a></h3>
+<h3><a class="reference external" href="./Model_evaluation.html">Model evaluation</a><a class="headerlink" href="#id9" title="Permalink to this heading">#</a></h3>
 <p>After you’ve trained several models, you may want to compute some metrics for benchmarking and comparisons. This notebook walks through some of the types of metrics that SLEAP can compute for you, as well as how to recompute them.</p>
 <div class="toctree-wrapper compound">
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@@ -418,18 +393,19 @@ <h3><a class="reference external" href="./Model_evaluation.html">Model evaluatio
 
               
               
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     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Installation" href="installation.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,22 +275,20 @@
 </div>
 
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
 <script>
 document.write(`
-  <button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -340,10 +315,10 @@ <h1>Overview</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="overview">
-<span id="high-level-overview"></span><h1>Overview<a class="headerlink" href="#overview" title="Link to this heading">#</a></h1>
+<span id="high-level-overview"></span><h1>Overview<a class="headerlink" href="#overview" title="Permalink to this heading">#</a></h1>
 <img alt="_images/workflow.png" src="_images/workflow.png" />
 <p>In a nutshell, SLEAP allows you to train and use deep learning-based models that can automatically track the movements of any body parts of any number or type of animal from recorded videos. This enables precise and quantitative analysis of behavioral data.</p>
 <p>Below is a high-level overview of a typical end-to-end workflow in SLEAP. You can also step through this workflow yourself in the <a class="reference internal" href="tutorials/tutorial.html#tutorial"><span class="std std-ref">Tutorial</span></a> section.</p>
@@ -423,10 +398,11 @@ <h1>Overview</h1>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="index.html"
@@ -446,7 +422,10 @@ <h1>Overview</h1>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -469,7 +448,6 @@ <h1>Overview</h1>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -496,8 +474,8 @@ <h1>Overview</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
   </footer>
diff --git a/develop/py-modindex.html b/develop/py-modindex.html
index 7658d8df3..bd0679d3e 100644
--- a/develop/py-modindex.html
+++ b/develop/py-modindex.html
@@ -1,8 +1,9 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
@@ -13,40 +14,42 @@
   
   <script data-cfasync="false">
     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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-<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+    <link rel="stylesheet" href="_static/styles/sphinx-book-theme.css?digest=14f4ca6b54d191a8c7657f6c759bf11a5fb86285" type="text/css" />
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-    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css?v=cbdb2f4f" />
+    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css" />
   
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+<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52" />
+
+    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
+    <script src="_static/jquery.js"></script>
+    <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="_static/doctools.js"></script>
+    <script src="_static/sphinx_highlight.js"></script>
+    <script src="_static/clipboard.min.js"></script>
+    <script src="_static/copybutton.js"></script>
+    <script src="_static/scripts/sphinx-book-theme.js?digest=5a5c038af52cf7bc1a1ec88eea08e6366ee68824"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = 'py-modindex';</script>
     <link rel="canonical" href="/develop/py-modindex.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
 
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,23 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -129,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -139,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -176,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -188,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -203,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -226,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -235,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
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@@ -300,22 +275,20 @@
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
-    <i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
   </button>
 `);
 </script>
 
-
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 document.write(`
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-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
@@ -342,7 +315,7 @@ <h1></h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
 
    <h1>Python Module Index</h1>
@@ -784,12 +757,16 @@ <h1>Python Module Index</h1>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -812,7 +789,6 @@ <h1>Python Module Index</h1>
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -839,8 +815,8 @@ <h1>Python Module Index</h1>
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
-  <script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/search.html b/develop/search.html
index 98b34e2bf..931b6d369 100644
--- a/develop/search.html
+++ b/develop/search.html
@@ -1,8 +1,9 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="./" >
+<html lang="en" >
 
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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-<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-    <link rel="stylesheet" type="text/css" href="_static/css/tabs.css?v=cbdb2f4f" />
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+
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+    <script src="_static/jquery.js"></script>
+    <script src="_static/underscore.js"></script>
+    <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
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   <script src="searchindex.js"></script>
     <link rel="canonical" href="/develop/search.html" />
-    <link rel="icon" href="_static/favicon.ico"/>
+    <link rel="shortcut icon" href="_static/favicon.ico"/>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="#" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -60,23 +63,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -98,23 +97,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
-        
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -128,9 +117,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="index.html">
@@ -138,35 +124,23 @@
   
   
   
-  
     
     
       
     
     
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-    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="installation.html">Installation</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/tutorial.html">Tutorial</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/initial-training.html">Training and Inference</a></li>
@@ -175,8 +149,8 @@
 <li class="toctree-l2"><a class="reference internal" href="tutorials/proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -187,9 +161,10 @@
 <li class="toctree-l2"><a class="reference internal" href="guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -202,10 +177,10 @@
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -225,7 +200,7 @@
 
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+      <main id="main-content" class="bd-main">
         
         
 
@@ -234,14 +209,14 @@
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-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -299,22 +274,20 @@
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-    <i class="fa-solid fa-magnifying-glass fa-lg"></i>
+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
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@@ -366,12 +339,16 @@ <h1>Search</h1>
 
               
               
-              
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-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -394,7 +371,6 @@ <h1>Search</h1>
   
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@@ -421,8 +397,8 @@ <h1>Search</h1>
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diff --git a/develop/searchindex.js b/develop/searchindex.js
index ec58a9e87..2e627807c 100644
--- a/develop/searchindex.js
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@@ -1 +1 @@
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image.": [[100, "i-get-strange-results-where-the-poses-appear-to-be-correct-but-shifted-relative-to-the-image"]], "How do I get predictions out?": [[100, "how-do-i-get-predictions-out"]], "What do I do with the output of SLEAP?": [[100, "what-do-i-do-with-the-output-of-sleap"]], "Getting more help": [[100, "getting-more-help"]], "I\u2019ve found a bug or have another problem!": [[100, "ive-found-a-bug-or-have-another-problem"]], "Can I just talk to someone?": [[100, "can-i-just-talk-to-someone"]], "Improving SLEAP": [[100, "improving-sleap"]], "How can I help improve SLEAP?": [[100, "how-can-i-help-improve-sleap"]], "What is usage data?": [[100, "what-is-usage-data"]], "Social LEAP Estimates Animal Poses (SLEAP)": [[101, "social-leap-estimates-animal-poses-sleap"]], "Features": [[101, "features"]], "Get some SLEAP": [[101, "get-some-sleap"]], "Quick install": [[101, "quick-install"]], "Learn to SLEAP": [[101, "learn-to-sleap"]], "References": [[101, "references"]], "Contact": [[101, "contact"]], "Contributors": [[101, "contributors"]], "License": [[101, "license"]], "SLEAP Documentation": [[101, "sleap-documentation"]], "Contents": [[102, "contents"]], "Package Manager": [[102, "package-manager"]], "Miniforge (recommended)": [[102, "miniforge-recommended"]], "Miniconda": [[102, "miniconda"]], "Installation methods": [[102, "installation-methods"]], "Testing that things are working": [[102, "testing-that-things-are-working"]], "GUI support": [[102, "gui-support"]], "Importing": [[102, "importing"]], "GPU support": [[102, "gpu-support"]], "Upgrading and uninstalling": [[102, "upgrading-and-uninstalling"]], "Getting help": [[102, "getting-help"]], "Analysis examples": [[103, "analysis-examples"], [112, "id4"]], "Example analysis data": [[103, "example-analysis-data"]], "Loading the data": [[103, "loading-the-data"]], "Fill missing values": [[103, "fill-missing-values"]], "Visualize thorax movement across video": [[103, "visualize-thorax-movement-across-video"]], "More advanced visualizations": [[103, "more-advanced-visualizations"]], "Visualizing thorax x-y dynamics and velocity for fly 0": [[103, "visualizing-thorax-x-y-dynamics-and-velocity-for-fly-0"]], "Visualize thorax colored by magnitude of fly speed": [[103, "visualize-thorax-colored-by-magnitude-of-fly-speed"]], "Find covariance in thorax velocities between fly-0 and fly-1": [[103, "find-covariance-in-thorax-velocities-between-fly-0-and-fly-1"]], "Clustering": [[103, "clustering"]], "Data structures": [[104, "data-structures"], [112, "id5"]], "1. Setup SLEAP and data": [[104, "setup-sleap-and-data"]], "2. Data structures and inference": [[104, "data-structures-and-inference"]], "Interactive and realtime inference": [[105, "interactive-and-realtime-inference"], [112, "id8"]], "1. Setup SLEAP": [[105, "setup-sleap"], [106, "setup-sleap"], [108, "setup-sleap"]], "2. Setup data": [[105, "setup-data"], [108, "setup-data"]], "3. Interactive inference": [[105, "interactive-inference"]], "4. Realtime performance": [[105, "realtime-performance"]], "Interactive and resumable training": [[106, "interactive-and-resumable-training"], [112, "id7"]], "2. Setup training data": [[106, "setup-training-data"]], "3. Setup training job": [[106, "setup-training-job"]], "4. Training": [[106, "training"]], "5. Continuing training": [[106, "continuing-training"]], "Model evaluation": [[107, "model-evaluation"], [112, "id9"]], "Post-inference tracking": [[108, "post-inference-tracking"], [112, "id6"]], "Install": [[108, "install"]], "Test": [[108, "test"]], "3. Track": [[108, "track"]], "4. Inspect and save": [[108, "inspect-and-save"]], "Training and inference on an example dataset": [[109, "training-and-inference-on-an-example-dataset"], [112, "id2"]], "Install SLEAP": [[109, "install-sleap"], [110, "install-sleap"]], "Download sample training data into Colab": [[109, "download-sample-training-data-into-colab"]], "Train models": [[109, "train-models"]], "Inference": [[109, "inference"], [117, "inference"]], "Training and inference on your own data using Google Drive": [[110, "training-and-inference-on-your-own-data-using-google-drive"], [112, "id3"]], "Import training data into Colab with Google Drive": [[110, "import-training-data-into-colab-with-google-drive"]], "Create and export the training job package": [[110, "create-and-export-the-training-job-package"]], "Upload training job package to Google Drive": [[110, "upload-training-job-package-to-google-drive"]], "Mount your Google Drive": [[110, "mount-your-google-drive"]], "Train a model": [[110, "train-a-model"]], "Note on training profiles": [[110, "note-on-training-profiles"]], "Note on training process": [[110, "note-on-training-process"]], "Run inference to predict instances": [[110, "run-inference-to-predict-instances"]], "Predicting instances in suggested frames": [[110, "predicting-instances-in-suggested-frames"]], "Predicting and tracking instances in uploaded video": [[110, "predicting-and-tracking-instances-in-uploaded-video"]], "Inference with top-down models": [[110, "inference-with-top-down-models"]], "Notebooks": [[112, "notebooks"]], "Basic usage": [[112, "basic-usage"]], "Advanced SLEAPing": [[112, "advanced-sleaping"]], "Overview": [[113, "overview"]], "Export Data For Analysis": [[114, "export-data-for-analysis"]], "MATLAB": [[114, "matlab"]], "Python": [[114, "python"]], "Prediction-assisted labeling": [[115, "prediction-assisted-labeling"]], "Reviewing and fixing predictions": [[115, "reviewing-and-fixing-predictions"]], "Initial Labeling": [[116, "initial-labeling"]], "Selecting frames to label": [[116, "selecting-frames-to-label"]], "Labeling the first frame": [[116, "labeling-the-first-frame"]], "Saving": [[116, "saving"]], "Labeling more frames": [[116, "labeling-more-frames"]], "Training and Inference": [[117, "training-and-inference"]], "Training Options": [[117, "training-options"]], "Start Training": [[117, "start-training"]], "Creating a project": [[118, "creating-a-project"]], "Starting SLEAP": [[118, "starting-sleap"]], "Opening a video": [[118, "opening-a-video"]], "Creating a Skeleton": [[118, "creating-a-skeleton"]], "Tracking instances across frames": [[119, "tracking-instances-across-frames"]], "Track proofreading": [[119, "track-proofreading"]], "Tutorial": [[120, "tutorial"]]}, "indexentries": {"align_instance_points() (in module sleap.info.align)": [[3, "sleap.info.align.align_instance_points"]], "align_instances() (in module sleap.info.align)": [[3, "sleap.info.align.align_instances"]], "align_instances_on_most_stable() (in module 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\ No newline at end of file
diff --git a/develop/tutorials/analysis.html b/develop/tutorials/analysis.html
index 680401b78..f7e171d73 100644
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+
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+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
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-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
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+</li>
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@@ -298,28 +275,26 @@
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@@ -351,14 +326,14 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="export-data-for-analysis">
-<span id="export-analysis"></span><h1>Export Data For Analysis<a class="headerlink" href="#export-data-for-analysis" title="Link to this heading">#</a></h1>
+<span id="export-analysis"></span><h1>Export Data For Analysis<a class="headerlink" href="#export-data-for-analysis" title="Permalink to this heading">#</a></h1>
 <p>The easiest way to work with the data from SLEAP is to export an HDF5 file by choosing “<strong>Export Analysis HDF5…</strong>” in the “File” menu.</p>
 <p>See <a class="reference internal" href="../api/sleap.io.convert.html#module-sleap.io.convert" title="sleap.io.convert"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sleap.io.convert</span></code></a> for an explanation of the datasets inside the file.</p>
 <section id="matlab">
-<h2>MATLAB<a class="headerlink" href="#matlab" title="Link to this heading">#</a></h2>
+<h2>MATLAB<a class="headerlink" href="#matlab" title="Permalink to this heading">#</a></h2>
 <p>You can read this file in MATLAB like this:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">occupancy_matrix</span> <span class="o">=</span> <span class="n">h5read</span><span class="p">(</span><span class="s1">&#39;path/to/analysis.h5&#39;</span><span class="p">,</span><span class="s1">&#39;/track_occupancy&#39;</span><span class="p">)</span>
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@@ -367,7 +342,7 @@ <h2>MATLAB<a class="headerlink" href="#matlab" title="Link to this heading">#</a
 <p>See <a class="reference external" href="https://www.mathworks.com/help/matlab/ref/h5read.html">here</a> for more information about working with HDF5 files in MATLAB.</p>
 </section>
 <section id="python">
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+<h2>Python<a class="headerlink" href="#python" title="Permalink to this heading">#</a></h2>
 <p>To read the file in Python you’ll first need to install the <a class="reference external" href="http://docs.h5py.org/en/stable/">h5py package</a>. You can then read data from the file like this:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">h5py</span>
 <span class="k">with</span> <span class="n">h5py</span><span class="o">.</span><span class="n">File</span><span class="p">(</span><span class="s1">&#39;path/to/analysis.h5&#39;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
@@ -388,10 +363,11 @@ <h2>Python<a class="headerlink" href="#python" title="Link to this heading">#</a
 
               
               
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@@ -420,7 +399,6 @@ <h2>Python<a class="headerlink" href="#python" title="Link to this heading">#</a
               
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diff --git a/develop/tutorials/assisted-labeling.html b/develop/tutorials/assisted-labeling.html
index 1d5e19f1a..9782958a3 100644
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
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@@ -99,21 +98,13 @@
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 </form></div>
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       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
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 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
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- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
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           <div class="bd-content">
             <div class="bd-article-container">
               
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     <span class="fa-solid fa-list"></span>
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@@ -352,10 +327,10 @@ <h2> Contents </h2>
               
                 
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-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="prediction-assisted-labeling">
-<span id="assisted-labeling"></span><h1>Prediction-assisted labeling<a class="headerlink" href="#prediction-assisted-labeling" title="Link to this heading">#</a></h1>
+<span id="assisted-labeling"></span><h1>Prediction-assisted labeling<a class="headerlink" href="#prediction-assisted-labeling" title="Permalink to this heading">#</a></h1>
 <p><em>Prediction-assisted labeling</em> has two main goals. First, it speeds up the labeling
 process as it is faster to correct a predicted instance which is mostly
 correct than it is to add a new instance from scratch. Second, it
@@ -369,7 +344,7 @@ <h2> Contents </h2>
 red on the seekbar.</p>
 </section>
 <section class="tex2jax_ignore mathjax_ignore" id="reviewing-and-fixing-predictions">
-<h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-fixing-predictions" title="Link to this heading">#</a></h1>
+<h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-fixing-predictions" title="Permalink to this heading">#</a></h1>
 <p>After you’ve successfully trained models and predicted some instances,
 you’ll get a message that inference has finished.
 Predictions will be marked with a thin black line on the seekbar, while frames
@@ -403,10 +378,11 @@ <h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-f
 
               
               
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
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@@ -426,7 +402,10 @@ <h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-f
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     </a>
+</div></div>
+  
 </div>
+
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@@ -435,7 +414,6 @@ <h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-f
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
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     <i class="fa-solid fa-list"></i> Contents
@@ -466,7 +444,6 @@ <h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-f
   
   <div class="footer-item">
     
-
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       © Copyright 2019–2024, Talmo Lab.
@@ -493,8 +470,8 @@ <h1>Reviewing and fixing predictions<a class="headerlink" href="#reviewing-and-f
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diff --git a/develop/tutorials/initial-labeling.html b/develop/tutorials/initial-labeling.html
index a2af32d34..f72d584d4 100644
--- a/develop/tutorials/initial-labeling.html
+++ b/develop/tutorials/initial-labeling.html
@@ -1,12 +1,13 @@
 
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+<html lang="en" >
 
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-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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@@ -61,23 +64,19 @@
 
   
   
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   <input type="checkbox"
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   <div class="search-button__wrapper">
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@@ -137,35 +125,23 @@
   
   
   
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-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="new-project.html">Creating a project</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
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+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
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             <div class="bd-article-container">
               
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+              <div class="bd-header-article">
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@@ -353,12 +328,12 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="initial-labeling">
-<span id="id1"></span><h1>Initial Labeling<a class="headerlink" href="#initial-labeling" title="Link to this heading">#</a></h1>
+<span id="id1"></span><h1>Initial Labeling<a class="headerlink" href="#initial-labeling" title="Permalink to this heading">#</a></h1>
 <section id="selecting-frames-to-label">
-<span id="selecting-frames"></span><h2>Selecting frames to label<a class="headerlink" href="#selecting-frames-to-label" title="Link to this heading">#</a></h2>
+<span id="selecting-frames"></span><h2>Selecting frames to label<a class="headerlink" href="#selecting-frames-to-label" title="Permalink to this heading">#</a></h2>
 <p>We start by assembling a candidate group of images to label. You can
 either pick your own frames or let the system suggest a set of frames
 using the “Labeling Suggestions” panel. SLEAP can give you random or
@@ -370,7 +345,7 @@ <h2> Contents </h2>
 <p>You can then move between suggested frames by double-clicking the frame information in the table or by clicking the “Prev” or “Next” buttons.</p>
 </section>
 <section id="labeling-the-first-frame">
-<span id="labeling-first-frame"></span><h2>Labeling the first frame<a class="headerlink" href="#labeling-the-first-frame" title="Link to this heading">#</a></h2>
+<span id="labeling-first-frame"></span><h2>Labeling the first frame<a class="headerlink" href="#labeling-the-first-frame" title="Permalink to this heading">#</a></h2>
 <p>Start by adding an <strong>instance</strong> of the skeleton to the current image by
 clicking the “<strong>New Instance</strong>” button in the Instances panel. The
 first instance will have its points located at random. Move the points
@@ -391,7 +366,7 @@ <h2> Contents </h2>
 identify things that look like the instances you didn’t label.</p>
 </section>
 <section id="saving">
-<h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a></h2>
+<h2>Saving<a class="headerlink" href="#saving" title="Permalink to this heading">#</a></h2>
 <p>Since this is a new project, you’ll need to select a location and name
 the first time you save. SLEAP will ask you to save before closing any
 project that has been changed to avoid losing any work. Note: There is
@@ -400,7 +375,7 @@ <h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a
 a copy of your project.</p>
 </section>
 <section id="labeling-more-frames">
-<span id="id2"></span><h2>Labeling more frames<a class="headerlink" href="#labeling-more-frames" title="Link to this heading">#</a></h2>
+<span id="id2"></span><h2>Labeling more frames<a class="headerlink" href="#labeling-more-frames" title="Permalink to this heading">#</a></h2>
 <p>After labeling the first frame and saving the project, it’s time to label
 more frames. Since you generated a list of suggested frames, you can go to the next frame in the labeling set by clicking “<strong>Next</strong>” under the list of suggested frames. You can also always pick a frame to label by using the seekbar under
 the video. Suggested and labeled frames will be shown as empty and filled blue bars, respectively.</p>
@@ -421,10 +396,11 @@ <h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a
 
               
               
-              
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
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@@ -444,7 +420,10 @@ <h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a
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+</div></div>
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@@ -453,7 +432,6 @@ <h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a
               
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@@ -485,7 +463,6 @@ <h2>Saving<a class="headerlink" href="#saving" title="Link to this heading">#</a
   
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diff --git a/develop/tutorials/initial-training.html b/develop/tutorials/initial-training.html
index 5b29f2879..238acdd45 100644
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+++ b/develop/tutorials/initial-training.html
@@ -1,12 +1,13 @@
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
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+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
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   <div class="search-button__wrapper">
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-
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-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
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@@ -298,28 +275,26 @@
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@@ -352,17 +327,17 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="training-and-inference">
-<span id="initial-training"></span><h1>Training and Inference<a class="headerlink" href="#training-and-inference" title="Link to this heading">#</a></h1>
+<span id="initial-training"></span><h1>Training and Inference<a class="headerlink" href="#training-and-inference" title="Permalink to this heading">#</a></h1>
 <p>After labeling about 10 frames and saving the project you can train your first model and start getting initial predictions.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>This tutorial assumes you have a GPU in your local machine and that TensorFlow is able to use your GPU. If you don’t have a GPU or you’re having trouble getting it to work, you can run training and inference in the cloud. See our <a class="reference internal" href="../guides/colab.html#colab"><span class="std std-ref">Run training and inference on Colab</span></a> guide! Or take a look at our other <a class="reference internal" href="../guides/index.html#guides"><span class="std std-ref">Guides</span></a> about running SLEAP on remote machines.</p>
 </div>
 <section id="training-options">
-<span id="id1"></span><h2>Training Options<a class="headerlink" href="#training-options" title="Link to this heading">#</a></h2>
+<span id="id1"></span><h2>Training Options<a class="headerlink" href="#training-options" title="Permalink to this heading">#</a></h2>
 <p>When you’re ready to train you will have three choices for models: <em>single animal</em>, multi-animal <strong>top-down</strong>, or multi-animal <strong>bottom-up</strong>.</p>
 <p>In <strong>top-down</strong> mode for multiple animals, a network first finds each animal and then a separate network estimates the pose of each found animal:</p>
 <img alt="../_images/topdown_approach.jpg" src="../_images/topdown_approach.jpg" />
@@ -373,7 +348,7 @@ <h2> Contents </h2>
 <p>For more information about the types of models you can train, see <a class="reference internal" href="../guides/choosing-models.html#choosing-models"><span class="std std-ref">Configuring models</span></a>.</p>
 </section>
 <section id="start-training">
-<h2>Start Training<a class="headerlink" href="#start-training" title="Link to this heading">#</a></h2>
+<h2>Start Training<a class="headerlink" href="#start-training" title="Permalink to this heading">#</a></h2>
 <p>To run training on your local machine, select “<strong>Run Training…</strong>” from the “Predict”
 menu. For this tutorial, let’s use the default settings for training with the “top-down” pipeline and predict on 20 random frames.</p>
 <p><img alt="image6" src="../_images/training-dialog.jpg" /></p>
@@ -383,7 +358,7 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
 <p>Just for this tutorial, let’s stop each training session after about 10 epochs. This should take a minute or two for each model (assuming you have a usable GPU!), and should be good enough to get some initial predictions.</p>
 </section>
 <section id="inference">
-<span id="initial-inference"></span><h2>Inference<a class="headerlink" href="#inference" title="Link to this heading">#</a></h2>
+<span id="initial-inference"></span><h2>Inference<a class="headerlink" href="#inference" title="Permalink to this heading">#</a></h2>
 <p>After each model is trained, inference will run and if everything is successful, you should get a dialog telling you how many frames got predictions. Frames with labels will be marked in the seekbar, so try clicking on the newly marked frames or use the “<strong>Next Labeled Frame</strong>” command in the “Go” menu to step through frames with labels.</p>
 <p>Once you got the initial predictions from the trained models you enter into a human-in-the-loop training cycle, in which you receive predictions and use them to continue to label more examples. You will continue to iterate this process until you have achieved the desired pose labeling accuracy for your dataset. The goal at this stage is to get accurate pose predictions on individual frames. This means that the points for each body part are predicted in the correct locations and that the points are correctly grouped into distinct animal instances.</p>
 <p>Continue to <a class="reference internal" href="assisted-labeling.html#assisted-labeling"><span class="std std-ref">Prediction-assisted labeling</span></a>.</p>
@@ -396,10 +371,11 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
 
               
               
-              
-              
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+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
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@@ -419,7 +395,10 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
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+</div></div>
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@@ -428,7 +407,6 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
               
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@@ -459,7 +437,6 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
   
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@@ -486,8 +463,8 @@ <h2>Start Training<a class="headerlink" href="#start-training" title="Link to th
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diff --git a/develop/tutorials/new-project.html b/develop/tutorials/new-project.html
index 8d8fc6c7a..38eb8a732 100644
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+++ b/develop/tutorials/new-project.html
@@ -1,12 +1,13 @@
 
+
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+<html lang="en" >
 
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+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Creating a project &#8212; SLEAP (v1.4.1a2)</title>
   
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-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
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     <link rel="next" title="Initial Labeling" href="initial-labeling.html" />
@@ -61,23 +64,19 @@
 
   
   
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   <input type="checkbox"
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   <input type="checkbox"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
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-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
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-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
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+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
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     <div class="header-article-items__start">
       
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   <span class="fa-solid fa-bars"></span>
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@@ -352,14 +327,14 @@ <h2> Contents </h2>
               
                 
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+                <article class="bd-article" role="main">
                   
   <section class="tex2jax_ignore mathjax_ignore" id="creating-a-project">
-<span id="new-project"></span><h1>Creating a project<a class="headerlink" href="#creating-a-project" title="Link to this heading">#</a></h1>
+<span id="new-project"></span><h1>Creating a project<a class="headerlink" href="#creating-a-project" title="Permalink to this heading">#</a></h1>
 <section id="starting-sleap">
-<h2>Starting SLEAP<a class="headerlink" href="#starting-sleap" title="Link to this heading">#</a></h2>
+<h2>Starting SLEAP<a class="headerlink" href="#starting-sleap" title="Permalink to this heading">#</a></h2>
 <p>If you haven’t installed SLEAP yet, see <a class="reference internal" href="../installation.html"><span class="doc std std-doc">Installation</span></a> for instructions.</p>
-<p>Once you have SLEAP installed, start by opening a terminal. If you installed via the recommended <a class="reference internal" href="../installation.html#conda-package"><span class="std std-ref"></span></a> method, activate the environment with:</p>
+<p>Once you have SLEAP installed, start by opening a terminal. If you installed via the recommended <span class="xref myst"></span> method, activate the environment with:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">activate</span> <span class="n">sleap</span>
 </pre></div>
 </div>
@@ -381,7 +356,7 @@ <h2>Starting SLEAP<a class="headerlink" href="#starting-sleap" title="Link to th
 <p>When you first start SLEAP you’ll see a new, empty project.</p>
 </section>
 <section id="opening-a-video">
-<h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to this heading">#</a></h2>
+<h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Permalink to this heading">#</a></h2>
 <p>Add a video by clicking the “<strong>Add Video</strong>” button in the “<strong>Videos</strong>” panel
 on the right side of the main window, or by dragging-and-dropping your video file from its
 folder into the SLEAP GUI.</p>
@@ -394,7 +369,7 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
 <img alt="../_images/video-options.gif" src="../_images/video-options.gif" />
 </section>
 <section id="creating-a-skeleton">
-<span id="new-skeleton"></span><h2>Creating a Skeleton<a class="headerlink" href="#creating-a-skeleton" title="Link to this heading">#</a></h2>
+<span id="new-skeleton"></span><h2>Creating a Skeleton<a class="headerlink" href="#creating-a-skeleton" title="Permalink to this heading">#</a></h2>
 <p>Create a new <strong>skeleton</strong> using the “Skeleton” panel on the right side
 of the main window.</p>
 <p>Use the “<strong>New Node</strong>” button to add a node (i.e., joint or body part).
@@ -415,10 +390,11 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="tutorial.html"
@@ -438,7 +414,10 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
                 </footer>
               
             </div>
@@ -447,7 +426,6 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -478,7 +456,6 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
   
   <div class="footer-item">
     
-
   <p class="copyright">
     
       © Copyright 2019–2024, Talmo Lab.
@@ -505,8 +482,8 @@ <h2>Opening a video<a class="headerlink" href="#opening-a-video" title="Link to
   </div>
   
   <!-- Scripts loaded after <body> so the DOM is not blocked -->
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-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
+  <script src="../_static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../_static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
 
   <footer class="bd-footer">
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diff --git a/develop/tutorials/proofreading.html b/develop/tutorials/proofreading.html
index 6106c6a25..8bb16595e 100644
--- a/develop/tutorials/proofreading.html
+++ b/develop/tutorials/proofreading.html
@@ -1,12 +1,13 @@
 
+
 <!DOCTYPE html>
 
 
-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
   <head>
     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Tracking instances across frames &#8212; SLEAP (v1.4.1a2)</title>
   
@@ -14,40 +15,42 @@
   
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     document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
+    document.documentElement.dataset.theme = localStorage.getItem("theme") || "light";
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-  <link href="../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
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-<link href="../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
+<link href="../_static/styles/bootstrap.css?digest=e353d410970836974a52" rel="stylesheet" />
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+  <link href="../_static/vendor/fontawesome/6.1.2/css/all.min.css?digest=e353d410970836974a52" rel="stylesheet" />
+  <link rel="preload" as="font" type="font/woff2" crossorigin href="../_static/vendor/fontawesome/6.1.2/webfonts/fa-solid-900.woff2" />
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-    <link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
+    <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
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+    <link rel="stylesheet" type="text/css" href="../_static/css/tabs.css" />
   
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+
+    <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+    <script src="../_static/jquery.js"></script>
+    <script src="../_static/underscore.js"></script>
+    <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
+    <script src="../_static/doctools.js"></script>
+    <script src="../_static/sphinx_highlight.js"></script>
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     <script>DOCUMENTATION_OPTIONS.pagename = 'tutorials/proofreading';</script>
     <link rel="canonical" href="/develop/tutorials/proofreading.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Export Data For Analysis" href="analysis.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
-  
-  <div id="pst-scroll-pixel-helper"></div>
-  
-  <button type="button" class="btn rounded-pill" id="pst-back-to-top">
-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
-
+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
+          name="__primary"
+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-secondary-sidebar-checkbox"/>
-  <label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
   <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
 </form></div>
   </div>
-
-  <div class="pst-async-banner-revealer d-none">
-  <aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
-</div>
-
   
-    <header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
-    </header>
+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
+    </nav>
   
-
   <div class="bd-container">
     <div class="bd-container__inner bd-page-width">
       
-      
-      
       <div class="bd-sidebar-primary bd-sidebar">
         
 
@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
-  
     
     
       
     
     
-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
-
- <script>
- document.write(`
-   <button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
-    <i class="fa-solid fa-magnifying-glass"></i>
-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="tutorial.html">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
-</button></div>
+</label></div>
       
     </div>
   
@@ -298,28 +275,26 @@
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-    <i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
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+  <button class="theme-switch-button btn btn-sm btn-outline-primary navbar-btn rounded-circle" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <span class="theme-switch" data-mode="light"><i class="fa-solid fa-sun"></i></span>
+    <span class="theme-switch" data-mode="dark"><i class="fa-solid fa-moon"></i></span>
+    <span class="theme-switch" data-mode="auto"><i class="fa-solid fa-circle-half-stroke"></i></span>
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 `);
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-
 <script>
 document.write(`
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+  <button class="btn btn-sm navbar-btn search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
 </script>
-<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+<label class="sidebar-toggle secondary-toggle btn btn-sm" for="__secondary"title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
     <span class="fa-solid fa-list"></span>
-</button>
+</label>
 </div></div>
       
     </div>
@@ -350,10 +325,10 @@ <h2> Contents </h2>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="tracking-instances-across-frames">
-<span id="proofreading-tutorial"></span><h1>Tracking instances across frames<a class="headerlink" href="#tracking-instances-across-frames" title="Link to this heading">#</a></h1>
+<span id="proofreading-tutorial"></span><h1>Tracking instances across frames<a class="headerlink" href="#tracking-instances-across-frames" title="Permalink to this heading">#</a></h1>
 <p>When you’re satisfied with the predictions you’re getting, you can use your models to predict on more frames by selecting
 “<strong>Run Inference…</strong>” from the “Predict” menu. This will use the most
 recently trained set of models.</p>
@@ -367,7 +342,7 @@ <h2> Contents </h2>
 by using the dropdown menu on the tab for the relevant model type.</p>
 <p><img alt="model-selection" src="../_images/model-selection.jpg" /></p>
 <section id="track-proofreading">
-<span id="id1"></span><h2>Track proofreading<a class="headerlink" href="#track-proofreading" title="Link to this heading">#</a></h2>
+<span id="id1"></span><h2>Track proofreading<a class="headerlink" href="#track-proofreading" title="Permalink to this heading">#</a></h2>
 <p>Once you have predicted tracks, you’ll need to proofread these to ensure
 that the identities of instances across frames are correct. By default,
 predicted instances all appear in grey and yellow. Select “Color
@@ -412,10 +387,11 @@ <h2> Contents </h2>
 
               
               
-              
-              
-                <footer class="prev-next-footer d-print-none">
+                <footer class="bd-footer-article">
                   
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
 <div class="prev-next-area">
     <a class="left-prev"
        href="assisted-labeling.html"
@@ -435,7 +411,10 @@ <h2> Contents </h2>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
+</div></div>
+  
 </div>
+
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@@ -444,7 +423,6 @@ <h2> Contents </h2>
               
                 <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
 
-
   <div class="sidebar-secondary-item">
   <div class="page-toc tocsection onthispage">
     <i class="fa-solid fa-list"></i> Contents
@@ -473,7 +451,6 @@ <h2> Contents </h2>
   
   <div class="footer-item">
     
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       © Copyright 2019–2024, Talmo Lab.
@@ -500,8 +477,8 @@ <h2> Contents </h2>
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-  <script src="../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
-<script src="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
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diff --git a/develop/tutorials/tutorial.html b/develop/tutorials/tutorial.html
index c9a4e28ec..b598fec98 100644
--- a/develop/tutorials/tutorial.html
+++ b/develop/tutorials/tutorial.html
@@ -1,12 +1,13 @@
 
+
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-<html lang="en" data-content_root="../" >
+<html lang="en" >
 
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     <meta charset="utf-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
     <title>Tutorial &#8212; SLEAP (v1.4.1a2)</title>
   
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-    document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
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+  <link href="../_static/styles/theme.css?digest=e353d410970836974a52" rel="stylesheet" />
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     <link rel="canonical" href="/develop/tutorials/tutorial.html" />
-    <link rel="icon" href="../_static/favicon.ico"/>
+    <link rel="shortcut icon" href="../_static/favicon.ico"/>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Creating a project" href="new-project.html" />
@@ -61,23 +64,19 @@
 
   
   
-  <div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
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-  
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-    <i class="fa-solid fa-arrow-up"></i>Back to top</button>
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+  <a class="skip-link" href="#main-content">Skip to main content</a>
   
   <input type="checkbox"
           class="sidebar-toggle"
-          id="pst-primary-sidebar-checkbox"/>
-  <label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
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+          id="__primary"/>
+  <label class="overlay overlay-primary" for="__primary"></label>
   
   <input type="checkbox"
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+          name="__secondary"
+          id="__secondary"/>
+  <label class="overlay overlay-secondary" for="__secondary"></label>
   
   <div class="search-button__wrapper">
     <div class="search-button__overlay"></div>
@@ -99,21 +98,13 @@
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 </form></div>
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+    <nav class="bd-header navbar navbar-expand-lg bd-navbar">
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@@ -127,9 +118,6 @@
   
     <div class="sidebar-primary-items__start sidebar-primary__section">
         <div class="sidebar-primary-item">
-
-  
-    
   
 
 <a class="navbar-brand logo" href="../index.html">
@@ -137,35 +125,23 @@
   
   
   
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-    <img src="../_static/logo.png" class="logo__image only-light" alt="SLEAP (v1.4.1a2) - Home"/>
-    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="SLEAP (v1.4.1a2) - Home"/>`);</script>
+    <img src="../_static/logo.png" class="logo__image only-light" alt="Logo image"/>
+    <script>document.write(`<img src="../_static/logo.png" class="logo__image only-dark" alt="Logo image"/>`);</script>
   
   
 </a></div>
-        <div class="sidebar-primary-item">
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-    <span class="search-button__default-text">Search</span>
-    <span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
-   </button>
- `);
- </script></div>
-        <div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
+        <div class="sidebar-primary-item"><nav class="bd-links" id="bd-docs-nav" aria-label="Main">
     <div class="bd-toc-item navbar-nav active">
         <ul class="current nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="../index.html">Home</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../overview.html">Overview</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
-<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Tutorial</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Tutorial</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="new-project.html">Creating a project</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-labeling.html">Initial Labeling</a></li>
 <li class="toctree-l2"><a class="reference internal" href="initial-training.html">Training and Inference</a></li>
@@ -174,8 +150,8 @@
 <li class="toctree-l2"><a class="reference internal" href="proofreading.html">Tracking instances across frames</a></li>
 <li class="toctree-l2"><a class="reference internal" href="analysis.html">Export Data For Analysis</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../guides/index.html">Guides</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../guides/gui.html">GUI</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/cli.html">Command line interfaces</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/troubleshooting-workflows.html">Troubleshooting workflows</a></li>
@@ -186,9 +162,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../guides/colab.html">Run training and inference on Colab</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/custom-training.html">Creating a custom training profile</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/remote.html">Running SLEAP remotely</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../guides/bonsai.html">Using Bonsai with SLEAP</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../notebooks/index.html">Notebooks</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_on_an_example_dataset.html">Training and inference on an example dataset</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Training_and_inference_using_Google_Drive.html">Training and inference on your own data using Google Drive</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Model_evaluation.html">Model evaluation</a></li>
@@ -201,10 +178,10 @@
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_resumable_training.html">Interactive and resumable training</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../notebooks/Interactive_and_realtime_inference.html">Interactive and realtime inference</a></li>
 </ul>
-</details></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="simple">
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../api.html">Developer API</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-4"><i class="fa-solid fa-chevron-down"></i></label><ul class="simple">
 </ul>
-</details></li>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="../datasets.html">Datasets</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap">GitHub</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/talmolab/sleap/releases">Releases</a></li>
@@ -224,7 +201,7 @@
 
       </div>
       
-      <main id="main-content" class="bd-main" role="main">
+      <main id="main-content" class="bd-main">
         
         
 
@@ -233,14 +210,14 @@
           <div class="bd-content">
             <div class="bd-article-container">
               
-              <div class="bd-header-article d-print-none">
+              <div class="bd-header-article">
 <div class="header-article-items header-article__inner">
   
     <div class="header-article-items__start">
       
-        <div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
+        <div class="header-article-item"><label class="sidebar-toggle primary-toggle btn btn-sm" for="__primary" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
   <span class="fa-solid fa-bars"></span>
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+</label></div>
       
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@@ -298,22 +275,20 @@
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+    <i class="fa-solid fa-magnifying-glass"></i>
   </button>
 `);
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@@ -340,10 +315,10 @@ <h1>Tutorial</h1>
               
                 
 <div id="searchbox"></div>
-                <article class="bd-article">
+                <article class="bd-article" role="main">
                   
   <section id="tutorial">
-<span id="id1"></span><h1>Tutorial<a class="headerlink" href="#tutorial" title="Link to this heading">#</a></h1>
+<span id="id1"></span><h1>Tutorial<a class="headerlink" href="#tutorial" title="Permalink to this heading">#</a></h1>
 <p>The tutorial will walk you through the entire SLEAP workflow as described in the <a class="reference internal" href="../overview.html#high-level-overview"><span class="std std-ref">Overview</span></a>. You can read through this tutorial and try running SLEAP on one of our <a class="reference external" href="https://github.com/talmolab/sleap-datasets">sample datasets</a>. Then you will be ready to start using SLEAP on your own data.</p>
 <div class="toctree-wrapper compound">
 <ul>
@@ -387,10 +362,11 @@ <h1>Tutorial</h1>
 
               
               
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 <div class="prev-next-area">
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@@ -410,7 +386,10 @@ <h1>Tutorial</h1>
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@@ -433,7 +412,6 @@ <h1>Tutorial</h1>
   
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@@ -460,8 +438,8 @@ <h1>Tutorial</h1>
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